In [1]:
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import pandas_datareader.data as web
import quandl
from datetime import datetime
import requests
import time
import warnings
warnings.filterwarnings('ignore')

from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense
from tensorflow.keras.optimizers import SGD,Adam
from keras.utils.np_utils import to_categorical
from tensorflow.keras.callbacks import EarlyStopping
from sklearn.preprocessing import MinMaxScaler

import tensorflow as tf
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense, Dropout, LSTM, BatchNormalization
from tensorflow.keras.callbacks import TensorBoard
from tensorflow.keras.callbacks import ModelCheckpoint



import pygad
import pygad.kerasga
In [2]:
FUTURE = 5
ROLLING = 5
ROLLING1 = 10
ROLLING2 = 15
In [3]:
#List of features

start = datetime(2005, 1,1)
end = datetime(2022,12,1)


inputs = [ 'NASDAQCOM', 
          'DEXJPUS', 'DEXUSEU', 'DEXCHUS', 'DEXUSAL', 'VIXCLS', 
          'DCOILWTICO']
fred_df = pd.DataFrame()

for i, name in enumerate(inputs):
    print(f'Series:{name}')
    if i == 0:
        fred_df = web.get_data_fred(name, start, end)
    else:
        _df = web.get_data_fred(name, start, end)
        fred_df = fred_df.join(_df, how = 'outer')

        
Series:NASDAQCOM
Series:DEXJPUS
Series:DEXUSEU
Series:DEXCHUS
Series:DEXUSAL
Series:VIXCLS
Series:DCOILWTICO
In [4]:
#Gold_NIFTY_Russell

gold = quandl.get("LBMA/GOLD", authtoken="kUWytaDzbhXbCX7PDzvg")
gold.index.name = 'DATE'
gold = gold[['USD (AM)']]
gold = gold.reset_index()

starttime = int(time.mktime(datetime(2005, 1,1).timetuple()))
endtime = int(time.mktime(datetime(2022, 12,1).timetuple()))
query_string = f'https://query1.finance.yahoo.com/v7/finance/download/^NSEI?period1={starttime}&period2={endtime}&interval=1d&events=history&includeAdjustedClose=true'
nifty = pd.read_csv(query_string)
nifty = nifty[['Date','Close' ]]
nifty.columns = ['DATE','NIFTY50' ]
nifty['DATE'] = pd.to_datetime(nifty['DATE'])

query_string = f'https://query1.finance.yahoo.com/v7/finance/download/^RUT?period1={starttime}&period2={endtime}&interval=1d&events=history&includeAdjustedClose=true'
russell = pd.read_csv(query_string)
russell = russell[['Date','Close' ]]
russell.columns = ['DATE','RUSSL' ]
russell['DATE'] = pd.to_datetime(russell['DATE'])

query_string = f'https://query1.finance.yahoo.com/v7/finance/download/^GSPC?period1={starttime}&period2={endtime}&interval=1d&events=history&includeAdjustedClose=true'
snp500 = pd.read_csv(query_string)
snp500 = snp500[['Date','Close' ]]
snp500.columns = ['DATE','SNP500' ]
snp500['DATE'] = pd.to_datetime(snp500['DATE'])


fred_df = fred_df.reset_index()
In [5]:
fred_df = pd.merge(pd.merge(fred_df, gold, on = 'DATE'), nifty, on = 'DATE')

fred_df = pd.merge(fred_df, snp500, on = 'DATE')
In [6]:
fred_df.isna().sum()
Out[6]:
DATE           0
NASDAQCOM      0
DEXJPUS       39
DEXUSEU       39
DEXCHUS       39
DEXUSAL       39
VIXCLS         0
DCOILWTICO     7
USD (AM)       0
NIFTY50       10
SNP500         0
dtype: int64
In [7]:
fred_df['MONTH'] = fred_df['DATE'].dt.month
fred_df['DAY'] = fred_df['DATE'].dt.day
In [8]:
fred_df.columns = ['DATE', 'NASDAQCOM', 'DEXJPUS', 'DEXUSEU', 'DEXCHUS', 'DEXUSAL',
       'VIXCLS', 'DCOILWTICO', 'GOLD', 'NIFTY50', 'SNP500', 'MONTH',
       'DAY']

cols = ['NASDAQCOM', 'DEXJPUS', 'DEXUSEU', 'DEXCHUS', 'DEXUSAL',
       'VIXCLS', 'GOLD', 'NIFTY50', 'SNP500', 'DCOILWTICO']

fred_df.dropna(inplace = True)

for i in cols:
    col_name_roll = f'{i}_rolling_5'
    col_name_roll1 = f'{i}_rolling_10'
    col_name_roll2 = f'{i}_rolling_15'
    fred_df[col_name_roll] = fred_df[i].rolling(window = ROLLING).mean()
    fred_df[col_name_roll1] = fred_df[i].rolling(window = ROLLING1).mean()
    fred_df[col_name_roll2] = fred_df[i].rolling(window = ROLLING2).mean()
    
months = pd.get_dummies(fred_df['MONTH'], drop_first=True)
months.columns = ['FEB', 'MAR', 'APR', 'MAY', 'JUN', 'JUL', 'AUG', 'SEP', 'OCT', 'NOV', 'DEC']

day = pd.get_dummies(fred_df['DAY'], drop_first=True)

fred_df = pd.concat([fred_df, months, day], axis = 1)
In [9]:
#Before COVID
fred_df = fred_df[fred_df['DATE'] <= datetime(2020,3,1)]
In [10]:
fred_df['OIL_PRICE_FUTURE'] = fred_df['DCOILWTICO'].shift(-FUTURE)
In [11]:
del fred_df['DAY']
del fred_df['MONTH']
In [12]:
cols = ['NASDAQCOM',
                     'DEXJPUS',               'DEXUSEU',
                     'DEXCHUS',               'DEXUSAL',
                      'VIXCLS',            'DCOILWTICO',
                        'GOLD',               'NIFTY50',
                      'SNP500',   'NASDAQCOM_rolling_5',
        'NASDAQCOM_rolling_10',  'NASDAQCOM_rolling_15',
           'DEXJPUS_rolling_5',    'DEXJPUS_rolling_10',
          'DEXJPUS_rolling_15',     'DEXUSEU_rolling_5',
          'DEXUSEU_rolling_10',    'DEXUSEU_rolling_15',
           'DEXCHUS_rolling_5',    'DEXCHUS_rolling_10',
          'DEXCHUS_rolling_15',     'DEXUSAL_rolling_5',
          'DEXUSAL_rolling_10',    'DEXUSAL_rolling_15',
            'VIXCLS_rolling_5',     'VIXCLS_rolling_10',
           'VIXCLS_rolling_15',        'GOLD_rolling_5',
             'GOLD_rolling_10',       'GOLD_rolling_15',
           'NIFTY50_rolling_5',    'NIFTY50_rolling_10',
          'NIFTY50_rolling_15',      'SNP500_rolling_5',
           'SNP500_rolling_10',     'SNP500_rolling_15',
        'DCOILWTICO_rolling_5', 'DCOILWTICO_rolling_10',
       'DCOILWTICO_rolling_15']
In [13]:
minmaxscaler = MinMaxScaler()

fred_df[cols] = minmaxscaler.fit_transform(fred_df.loc[:, fred_df.columns.isin(cols)])

fred_df.dropna(inplace = True)
In [14]:
date_arr = fred_df['DATE']
In [15]:
fred_df.drop(columns='DATE', inplace = True)
fred_df = fred_df.reset_index()
del fred_df['index']
In [16]:
thres_hold = int(-0.10*(fred_df.shape[0]))

training_dataset = fred_df.iloc[:thres_hold, :]
test_dataset = fred_df.iloc[thres_hold:, :]
In [17]:
y_train = np.array(training_dataset['OIL_PRICE_FUTURE'].values)
y_test = np.array(test_dataset['OIL_PRICE_FUTURE'].values)

X_train = training_dataset.loc[:, training_dataset.columns != 'OIL_PRICE_FUTURE']
X_test = test_dataset.loc[:, test_dataset.columns != 'OIL_PRICE_FUTURE']

X_train_arr = np.array(X_train)
X_test_arr = np.array(X_test)
In [18]:
data_outputs = np.array(fred_df['OIL_PRICE_FUTURE'])
data_inputs = fred_df
del data_inputs['OIL_PRICE_FUTURE']
In [19]:
data_inputs = np.array(data_inputs)
In [20]:
#GA Implementation
In [21]:
num_samples = X_train.shape[0]
num_feature_elements = X_train.shape[1]
train_indices = np.arange(0, 2577, 1)
test_indices = np.arange(2577, 2863, 1)
In [22]:
sol_per_pop = 5
num_parents_mating = 4
num_mutations = 3

#Population Shape
pop_shape = (sol_per_pop, num_feature_elements)

#Initial Population
new_population = np.random.randint(low = 0, high = 2, size = pop_shape)
print(new_population.shape)

best_outputs = []
num_generations = 50
(5, 81)
In [23]:
pop_shape = (sol_per_pop, num_feature_elements)
In [24]:
def reduce_features(solution, features):
    
    selected_elements_indices = numpy.where(solution == 1)[0]
    reduced_features = features[:, selected_elements_indices]
    return reduced_features

def fitness_func(labels, predictions):
    mse = tf.keras.losses.MeanSquaredError()
    fitness = 1/(mse(labels, predictions).numpy() + 0.00001)
    return fitness

def cal_pop_fitness(pop, features, labels, train_indices, test_indices):
    accuracies = np.zeros(pop.shape[0])
    idx = 0
    for curr_solution in pop:
        reduced_features = reduce_features(curr_solution, features)
        train_data = reduced_features[train_indices, :]
        test_data = reduced_features[test_indices, :]
        train_labels = labels[train_indices]
        test_labels = labels[test_indices]
        print(test_data)
        print(train_data.shape)
        print(test_data.shape)
        model_nn = Sequential()
        model_nn.add(Dense(128, activation = 'sigmoid',input_shape = (train_data.shape[1],)))
        model_nn.add(Dropout(0.2))
        model_nn.add(BatchNormalization())
        model_nn.add(Dense(128, activation = 'relu'))
        model_nn.add(Dense(128, activation = 'relu'))
        model_nn.add(Dense(1, activation='relu'))
        opt = Adam()
        model_nn.compile(optimizer=opt,  loss='mean_squared_error', metrics='mean_squared_error')
        history_nn = model_nn.fit(train_data, train_labels, epochs = 25, validation_data = [test_data, test_labels])
        predictions = model_nn.predict(test_data)
        accuracies[idx] = fitness_func(test_labels, predictions)
        idx = idx + 1
    return accuracies

def select_mating_pool(pop, fitness, num_parents):
    parents = numpy.empty((num_parents, pop_shape[1]))
    for parent_num in range(num_parents):
        max_fitness_idx = np.where(fitness == np.max(fitness))
        max_fitness_idx = max_fitness_idx[0][0]
        parents[parent_num, :] = pop[max_fitness_idx, :]
        fitness[max_fitness_idx] = -99999999999
    return parents

def crossover(parents, offspring_size):
    offspring = numpy.empty(offspring_size)
    # The point at which crossover takes place between two parents. Usually, it is at the center.
    crossover_point = numpy.uint8(offspring_size[1]/2)

    for k in range(offspring_size[0]):
        # Index of the first parent to mate.
        parent1_idx = k%parents.shape[0]
        # Index of the second parent to mate.
        parent2_idx = (k+1)%parents.shape[0]
        # The new offspring will have its first half of its genes taken from the first parent.
        offspring[k, 0:crossover_point] = parents[parent1_idx, 0:crossover_point]
        # The new offspring will have its second half of its genes taken from the second parent.
        offspring[k, crossover_point:] = parents[parent2_idx, crossover_point:]
    return offspring


def mutation(offspring_crossover, num_mutations = 2):
    mutation_idx = np.random.randint(low = 0, high = offspring_crossover.shape[1], size = num_mutations)
    for idx in range(offspring_crossover.shape[0]):
        offspring_crossover[idx, mutation_idx] = 1 - offspring_crossover[idx, mutation_idx]
    return offspring_crossover
        

    
        
In [273]:
for generation in range(num_generations):
    print("Generation: ", generation)
    fitness = cal_pop_fitness(new_population, data_inputs, data_outputs, train_indices, test_indices)
    best_outputs.append(np.max(fitness))
    print("Best Result: ", best_outputs[-1])

    parents = select_mating_pool(new_population, fitness, num_parents_mating)
    offspring_crossover = crossover(parents, offspring_size= (pop_shape[0]-parents.shape[0], num_feature_elements))
    offspring_mutation = mutation(offspring_crossover, num_mutations= num_mutations)
    
    new_population[0:parents.shape[0], :] = parents
    new_population[parents.shape[0]:, :] = offspring_mutation


fitness = cal_pop_fitness(new_population, data_inputs, data_outputs, train_indices, test_indices)
# Then return the index of that solution corresponding to the best fitness.
best_match_idx = numpy.where(fitness == numpy.max(fitness))[0]
best_match_idx = best_match_idx[0]

best_solution = new_population[best_match_idx, :]
best_solution_indices = numpy.where(best_solution == 1)[0]
best_solution_num_elements = best_solution_indices.shape[0]
best_solution_fitness = fitness[best_match_idx]

print("best_match_idx : ", best_match_idx)
print("best_solution : ", best_solution)
print("Selected indices : ", best_solution_indices)
print("Number of selected elements : ", best_solution_num_elements)
print("Best solution fitness : ", best_solution_fitness)
    
    
Generation:  0
[[0.6994447  0.18225377 0.25015142 ... 0.         0.         0.        ]
 [0.6737802  0.19041704 0.24591157 ... 0.         0.         0.        ]
 [0.65978331 0.18030169 0.23682617 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.07808341 0.12517666 ... 0.         0.         0.        ]
 [1.         0.0743567  0.1211387  ... 0.         0.         0.        ]
 [0.99225423 0.07488909 0.11003432 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 11:08:06.783855: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2390.3926 - mean_squared_error: 2390.3926
2022-12-09 11:08:12.007689: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2390.3926 - mean_squared_error: 2390.3926 - val_loss: 818.6481 - val_mean_squared_error: 818.6481
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 121.0158 - mean_squared_error: 121.0158 - val_loss: 1439.9713 - val_mean_squared_error: 1439.9713
Epoch 3/25
81/81 [==============================] - 1s 14ms/step - loss: 90.5931 - mean_squared_error: 90.5931 - val_loss: 2317.9133 - val_mean_squared_error: 2317.9133
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 81.2363 - mean_squared_error: 81.2363 - val_loss: 2625.4529 - val_mean_squared_error: 2625.4529
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 68.6132 - mean_squared_error: 68.6132 - val_loss: 2683.2451 - val_mean_squared_error: 2683.2451
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 56.2447 - mean_squared_error: 56.2447 - val_loss: 2638.3518 - val_mean_squared_error: 2638.3518
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 46.3267 - mean_squared_error: 46.3267 - val_loss: 2724.8137 - val_mean_squared_error: 2724.8137
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 47.0067 - mean_squared_error: 47.0067 - val_loss: 2641.4404 - val_mean_squared_error: 2641.4404
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 44.2807 - mean_squared_error: 44.2807 - val_loss: 2646.6050 - val_mean_squared_error: 2646.6050
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 45.7578 - mean_squared_error: 45.7578 - val_loss: 2620.6013 - val_mean_squared_error: 2620.6013
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 45.9175 - mean_squared_error: 45.9175 - val_loss: 2574.8103 - val_mean_squared_error: 2574.8103
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 52.7963 - mean_squared_error: 52.7963 - val_loss: 2468.1794 - val_mean_squared_error: 2468.1794
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 42.9988 - mean_squared_error: 42.9988 - val_loss: 2551.1704 - val_mean_squared_error: 2551.1704
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 48.5752 - mean_squared_error: 48.5752 - val_loss: 2464.7446 - val_mean_squared_error: 2464.7446
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 43.5355 - mean_squared_error: 43.5355 - val_loss: 2427.3105 - val_mean_squared_error: 2427.3103
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 48.5332 - mean_squared_error: 48.5332 - val_loss: 2375.1843 - val_mean_squared_error: 2375.1843
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 45.3841 - mean_squared_error: 45.3841 - val_loss: 2278.3857 - val_mean_squared_error: 2278.3855
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 44.7125 - mean_squared_error: 44.7125 - val_loss: 2333.3694 - val_mean_squared_error: 2333.3694
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 45.7382 - mean_squared_error: 45.7382 - val_loss: 2324.3188 - val_mean_squared_error: 2324.3188
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 38.3040 - mean_squared_error: 38.3040 - val_loss: 2199.1931 - val_mean_squared_error: 2199.1931
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 41.8382 - mean_squared_error: 41.8382 - val_loss: 2277.7341 - val_mean_squared_error: 2277.7339
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 41.6554 - mean_squared_error: 41.6554 - val_loss: 2145.1177 - val_mean_squared_error: 2145.1177
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 42.0652 - mean_squared_error: 42.0652 - val_loss: 2269.1819 - val_mean_squared_error: 2269.1819
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 48.1477 - mean_squared_error: 48.1477 - val_loss: 2276.0862 - val_mean_squared_error: 2276.0862
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 42.4544 - mean_squared_error: 42.4544 - val_loss: 2167.9163 - val_mean_squared_error: 2167.9163
2022-12-09 11:08:30.723773: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.82922519 0.76015828 ... 0.         0.         0.        ]
 [0.6737802  0.83747884 0.74335148 ... 0.         0.         0.        ]
 [0.65978331 0.82658241 0.72532678 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.96241146 0.99414683 ... 0.         0.         0.        ]
 [1.         0.97597103 1.         ... 0.         0.         0.        ]
 [0.99225423 0.97139181 0.99523183 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 11:08:31.365523: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2386.3457 - mean_squared_error: 2386.3457
2022-12-09 11:08:36.346311: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2386.3457 - mean_squared_error: 2386.3457 - val_loss: 1151.9568 - val_mean_squared_error: 1151.9567
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 123.4793 - mean_squared_error: 123.4793 - val_loss: 1180.5648 - val_mean_squared_error: 1180.5648
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 59.7515 - mean_squared_error: 59.7515 - val_loss: 1764.1471 - val_mean_squared_error: 1764.1471
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 58.6754 - mean_squared_error: 58.6754 - val_loss: 2091.8035 - val_mean_squared_error: 2091.8035
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 51.0836 - mean_squared_error: 51.0836 - val_loss: 2362.6892 - val_mean_squared_error: 2362.6892
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 43.4719 - mean_squared_error: 43.4719 - val_loss: 2372.5881 - val_mean_squared_error: 2372.5881
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 47.5469 - mean_squared_error: 47.5469 - val_loss: 2330.3062 - val_mean_squared_error: 2330.3062
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 46.8423 - mean_squared_error: 46.8423 - val_loss: 2361.1638 - val_mean_squared_error: 2361.1638
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 44.4609 - mean_squared_error: 44.4609 - val_loss: 2311.7375 - val_mean_squared_error: 2311.7375
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 39.9752 - mean_squared_error: 39.9752 - val_loss: 2297.7417 - val_mean_squared_error: 2297.7417
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 42.4042 - mean_squared_error: 42.4042 - val_loss: 2295.1562 - val_mean_squared_error: 2295.1562
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 42.6627 - mean_squared_error: 42.6627 - val_loss: 2102.3987 - val_mean_squared_error: 2102.3987
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 42.6937 - mean_squared_error: 42.6937 - val_loss: 2244.3738 - val_mean_squared_error: 2244.3738
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 44.0488 - mean_squared_error: 44.0488 - val_loss: 1898.2231 - val_mean_squared_error: 1898.2231
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 40.0873 - mean_squared_error: 40.0873 - val_loss: 2150.0466 - val_mean_squared_error: 2150.0466
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 38.0654 - mean_squared_error: 38.0654 - val_loss: 2105.7566 - val_mean_squared_error: 2105.7563
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 38.4519 - mean_squared_error: 38.4519 - val_loss: 2226.5452 - val_mean_squared_error: 2226.5452
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 40.1872 - mean_squared_error: 40.1872 - val_loss: 1903.8317 - val_mean_squared_error: 1903.8317
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 38.3888 - mean_squared_error: 38.3888 - val_loss: 1959.4696 - val_mean_squared_error: 1959.4696
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 44.8565 - mean_squared_error: 44.8565 - val_loss: 1927.4696 - val_mean_squared_error: 1927.4696
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 38.8511 - mean_squared_error: 38.8511 - val_loss: 1939.1357 - val_mean_squared_error: 1939.1357
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 46.4500 - mean_squared_error: 46.4500 - val_loss: 1869.0468 - val_mean_squared_error: 1869.0468
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 47.3598 - mean_squared_error: 47.3598 - val_loss: 1651.5199 - val_mean_squared_error: 1651.5199
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 33.9791 - mean_squared_error: 33.9791 - val_loss: 1718.9354 - val_mean_squared_error: 1718.9354
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 45.0541 - mean_squared_error: 45.0541 - val_loss: 1687.6069 - val_mean_squared_error: 1687.6069
2022-12-09 11:08:54.397529: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 44)
(286, 44)
Epoch 1/25
2022-12-09 11:08:54.924723: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2374.4695 - mean_squared_error: 2374.4695
2022-12-09 11:08:59.774855: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 53ms/step - loss: 2374.4695 - mean_squared_error: 2374.4695 - val_loss: 870.7256 - val_mean_squared_error: 870.7256
Epoch 2/25
81/81 [==============================] - 1s 15ms/step - loss: 114.4514 - mean_squared_error: 114.4514 - val_loss: 1107.4528 - val_mean_squared_error: 1107.4528
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 48.5208 - mean_squared_error: 48.5208 - val_loss: 1506.1099 - val_mean_squared_error: 1506.1099
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 49.7129 - mean_squared_error: 49.7129 - val_loss: 2060.6860 - val_mean_squared_error: 2060.6860
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 41.6213 - mean_squared_error: 41.6213 - val_loss: 2411.2490 - val_mean_squared_error: 2411.2490
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 41.2894 - mean_squared_error: 41.2894 - val_loss: 2385.7178 - val_mean_squared_error: 2385.7178
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 42.8366 - mean_squared_error: 42.8366 - val_loss: 2344.4998 - val_mean_squared_error: 2344.4998
Epoch 8/25
81/81 [==============================] - 1s 11ms/step - loss: 37.6090 - mean_squared_error: 37.6090 - val_loss: 2540.7683 - val_mean_squared_error: 2540.7683
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 46.8335 - mean_squared_error: 46.8335 - val_loss: 2448.0320 - val_mean_squared_error: 2448.0320
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 37.8806 - mean_squared_error: 37.8806 - val_loss: 2469.5081 - val_mean_squared_error: 2469.5081
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 38.3147 - mean_squared_error: 38.3147 - val_loss: 2420.7583 - val_mean_squared_error: 2420.7583
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 42.9482 - mean_squared_error: 42.9482 - val_loss: 2467.7678 - val_mean_squared_error: 2467.7678
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 38.7272 - mean_squared_error: 38.7272 - val_loss: 2572.6953 - val_mean_squared_error: 2572.6953
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 52.0363 - mean_squared_error: 52.0363 - val_loss: 2508.7485 - val_mean_squared_error: 2508.7485
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 46.4866 - mean_squared_error: 46.4866 - val_loss: 2390.2712 - val_mean_squared_error: 2390.2712
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 34.3559 - mean_squared_error: 34.3559 - val_loss: 2502.3875 - val_mean_squared_error: 2502.3875
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 37.8317 - mean_squared_error: 37.8317 - val_loss: 2456.2651 - val_mean_squared_error: 2456.2651
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 38.2689 - mean_squared_error: 38.2689 - val_loss: 2395.0945 - val_mean_squared_error: 2395.0945
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 34.0198 - mean_squared_error: 34.0198 - val_loss: 2405.4995 - val_mean_squared_error: 2405.4995
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 44.2587 - mean_squared_error: 44.2587 - val_loss: 2498.1382 - val_mean_squared_error: 2498.1382
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 29.8918 - mean_squared_error: 29.8918 - val_loss: 2504.8418 - val_mean_squared_error: 2504.8418
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 32.7734 - mean_squared_error: 32.7734 - val_loss: 2401.3132 - val_mean_squared_error: 2401.3132
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 30.6190 - mean_squared_error: 30.6190 - val_loss: 2333.4905 - val_mean_squared_error: 2333.4905
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 54.6080 - mean_squared_error: 54.6080 - val_loss: 2390.4299 - val_mean_squared_error: 2390.4299
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 42.5954 - mean_squared_error: 42.5954 - val_loss: 2397.0898 - val_mean_squared_error: 2397.0898
2022-12-09 11:09:18.312472: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
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(2577, 40)
(286, 40)
Epoch 1/25
2022-12-09 11:09:18.894817: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2352.2937 - mean_squared_error: 2352.2937
2022-12-09 11:09:23.863555: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 55ms/step - loss: 2352.2937 - mean_squared_error: 2352.2937 - val_loss: 895.2610 - val_mean_squared_error: 895.2610
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 130.3858 - mean_squared_error: 130.3858 - val_loss: 1125.9702 - val_mean_squared_error: 1125.9702
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 88.6739 - mean_squared_error: 88.6739 - val_loss: 2409.4209 - val_mean_squared_error: 2409.4209
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 76.4834 - mean_squared_error: 76.4834 - val_loss: 2837.9219 - val_mean_squared_error: 2837.9219
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 58.4611 - mean_squared_error: 58.4611 - val_loss: 2888.7485 - val_mean_squared_error: 2888.7485
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 50.1532 - mean_squared_error: 50.1532 - val_loss: 2867.9534 - val_mean_squared_error: 2867.9534
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 43.7241 - mean_squared_error: 43.7241 - val_loss: 2871.9661 - val_mean_squared_error: 2871.9658
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 48.9631 - mean_squared_error: 48.9631 - val_loss: 2786.0061 - val_mean_squared_error: 2786.0061
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 37.6048 - mean_squared_error: 37.6048 - val_loss: 2716.2483 - val_mean_squared_error: 2716.2483
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 37.8803 - mean_squared_error: 37.8803 - val_loss: 2656.0640 - val_mean_squared_error: 2656.0640
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 35.5241 - mean_squared_error: 35.5241 - val_loss: 2630.6196 - val_mean_squared_error: 2630.6196
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 39.1991 - mean_squared_error: 39.1991 - val_loss: 2649.2009 - val_mean_squared_error: 2649.2009
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 41.6682 - mean_squared_error: 41.6682 - val_loss: 2640.3767 - val_mean_squared_error: 2640.3765
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 39.8037 - mean_squared_error: 39.8037 - val_loss: 2566.2883 - val_mean_squared_error: 2566.2883
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 35.0170 - mean_squared_error: 35.0170 - val_loss: 2596.0747 - val_mean_squared_error: 2596.0747
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 40.1441 - mean_squared_error: 40.1441 - val_loss: 2506.3503 - val_mean_squared_error: 2506.3503
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 38.7208 - mean_squared_error: 38.7208 - val_loss: 2438.3828 - val_mean_squared_error: 2438.3828
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 42.6746 - mean_squared_error: 42.6746 - val_loss: 2530.2205 - val_mean_squared_error: 2530.2202
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 40.8622 - mean_squared_error: 40.8622 - val_loss: 2670.3657 - val_mean_squared_error: 2670.3657
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 50.5326 - mean_squared_error: 50.5326 - val_loss: 2321.6804 - val_mean_squared_error: 2321.6804
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 40.8283 - mean_squared_error: 40.8283 - val_loss: 2353.5515 - val_mean_squared_error: 2353.5515
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 48.9798 - mean_squared_error: 48.9798 - val_loss: 2337.2839 - val_mean_squared_error: 2337.2837
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 37.5289 - mean_squared_error: 37.5289 - val_loss: 2279.7329 - val_mean_squared_error: 2279.7327
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 39.0913 - mean_squared_error: 39.0913 - val_loss: 2317.0059 - val_mean_squared_error: 2317.0059
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 45.7251 - mean_squared_error: 45.7251 - val_loss: 2299.6167 - val_mean_squared_error: 2299.6167
2022-12-09 11:09:42.200280: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 11:09:42.808213: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2367.2717 - mean_squared_error: 2367.2717
2022-12-09 11:09:47.981723: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2367.2717 - mean_squared_error: 2367.2717 - val_loss: 666.7333 - val_mean_squared_error: 666.7333
Epoch 2/25
81/81 [==============================] - 1s 10ms/step - loss: 147.7747 - mean_squared_error: 147.7747 - val_loss: 1141.0275 - val_mean_squared_error: 1141.0275
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 86.4557 - mean_squared_error: 86.4557 - val_loss: 2021.2965 - val_mean_squared_error: 2021.2965
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 73.9679 - mean_squared_error: 73.9679 - val_loss: 2523.3728 - val_mean_squared_error: 2523.3728
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 62.8831 - mean_squared_error: 62.8831 - val_loss: 2626.6841 - val_mean_squared_error: 2626.6841
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 58.9460 - mean_squared_error: 58.9460 - val_loss: 2679.1431 - val_mean_squared_error: 2679.1431
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 43.3375 - mean_squared_error: 43.3375 - val_loss: 2706.9160 - val_mean_squared_error: 2706.9160
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 44.0617 - mean_squared_error: 44.0617 - val_loss: 2596.6482 - val_mean_squared_error: 2596.6482
Epoch 9/25
81/81 [==============================] - 1s 11ms/step - loss: 44.9197 - mean_squared_error: 44.9197 - val_loss: 2744.5769 - val_mean_squared_error: 2744.5769
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 44.7847 - mean_squared_error: 44.7847 - val_loss: 2682.6819 - val_mean_squared_error: 2682.6819
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 43.7592 - mean_squared_error: 43.7592 - val_loss: 2512.1299 - val_mean_squared_error: 2512.1299
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 39.2713 - mean_squared_error: 39.2713 - val_loss: 2503.5317 - val_mean_squared_error: 2503.5317
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 36.0791 - mean_squared_error: 36.0791 - val_loss: 2404.6008 - val_mean_squared_error: 2404.6008
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 43.2363 - mean_squared_error: 43.2363 - val_loss: 2432.2888 - val_mean_squared_error: 2432.2888
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 48.4027 - mean_squared_error: 48.4027 - val_loss: 2435.3071 - val_mean_squared_error: 2435.3071
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 42.0538 - mean_squared_error: 42.0538 - val_loss: 2365.6128 - val_mean_squared_error: 2365.6128
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 43.5077 - mean_squared_error: 43.5077 - val_loss: 2483.7607 - val_mean_squared_error: 2483.7607
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 35.7759 - mean_squared_error: 35.7759 - val_loss: 2326.8940 - val_mean_squared_error: 2326.8940
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 34.7474 - mean_squared_error: 34.7474 - val_loss: 2377.3523 - val_mean_squared_error: 2377.3523
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 35.8186 - mean_squared_error: 35.8186 - val_loss: 2247.2278 - val_mean_squared_error: 2247.2278
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 33.8073 - mean_squared_error: 33.8073 - val_loss: 2334.5034 - val_mean_squared_error: 2334.5034
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 38.6808 - mean_squared_error: 38.6808 - val_loss: 2097.9958 - val_mean_squared_error: 2097.9958
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 31.8546 - mean_squared_error: 31.8546 - val_loss: 2210.4922 - val_mean_squared_error: 2210.4922
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 42.6154 - mean_squared_error: 42.6154 - val_loss: 2233.4387 - val_mean_squared_error: 2233.4387
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 44.8530 - mean_squared_error: 44.8530 - val_loss: 2275.0688 - val_mean_squared_error: 2275.0688
2022-12-09 11:10:06.000186: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0005865677104747284
Generation:  1
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 11:10:06.658272: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2380.9314 - mean_squared_error: 2380.9314
2022-12-09 11:10:11.696957: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 55ms/step - loss: 2380.9314 - mean_squared_error: 2380.9314 - val_loss: 1041.1071 - val_mean_squared_error: 1041.1071
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 114.8751 - mean_squared_error: 114.8751 - val_loss: 974.5891 - val_mean_squared_error: 974.5891
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 58.5545 - mean_squared_error: 58.5545 - val_loss: 1736.0028 - val_mean_squared_error: 1736.0028
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 55.7597 - mean_squared_error: 55.7597 - val_loss: 2255.8254 - val_mean_squared_error: 2255.8254
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 49.7018 - mean_squared_error: 49.7018 - val_loss: 2193.3098 - val_mean_squared_error: 2193.3098
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 50.7390 - mean_squared_error: 50.7390 - val_loss: 2258.8357 - val_mean_squared_error: 2258.8357
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 42.8864 - mean_squared_error: 42.8864 - val_loss: 2413.5256 - val_mean_squared_error: 2413.5256
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 44.1729 - mean_squared_error: 44.1729 - val_loss: 2289.4333 - val_mean_squared_error: 2289.4333
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 39.2261 - mean_squared_error: 39.2261 - val_loss: 2170.5178 - val_mean_squared_error: 2170.5178
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 47.1410 - mean_squared_error: 47.1410 - val_loss: 2077.2205 - val_mean_squared_error: 2077.2205
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 57.3902 - mean_squared_error: 57.3902 - val_loss: 2025.6934 - val_mean_squared_error: 2025.6934
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 46.3927 - mean_squared_error: 46.3927 - val_loss: 2125.2671 - val_mean_squared_error: 2125.2671
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 46.3349 - mean_squared_error: 46.3349 - val_loss: 1922.3828 - val_mean_squared_error: 1922.3828
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 41.2767 - mean_squared_error: 41.2767 - val_loss: 1888.1270 - val_mean_squared_error: 1888.1270
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 44.1513 - mean_squared_error: 44.1513 - val_loss: 1747.9557 - val_mean_squared_error: 1747.9557
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 35.5620 - mean_squared_error: 35.5620 - val_loss: 1786.2418 - val_mean_squared_error: 1786.2418
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 40.8420 - mean_squared_error: 40.8420 - val_loss: 1753.6368 - val_mean_squared_error: 1753.6367
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 40.6814 - mean_squared_error: 40.6814 - val_loss: 1735.0258 - val_mean_squared_error: 1735.0258
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 38.8651 - mean_squared_error: 38.8651 - val_loss: 1773.1382 - val_mean_squared_error: 1773.1382
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 38.6943 - mean_squared_error: 38.6943 - val_loss: 1669.3972 - val_mean_squared_error: 1669.3972
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 37.6135 - mean_squared_error: 37.6135 - val_loss: 1709.0165 - val_mean_squared_error: 1709.0165
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 41.5422 - mean_squared_error: 41.5422 - val_loss: 1743.7483 - val_mean_squared_error: 1743.7483
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 41.1337 - mean_squared_error: 41.1337 - val_loss: 1453.3688 - val_mean_squared_error: 1453.3688
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 40.6414 - mean_squared_error: 40.6414 - val_loss: 1621.0582 - val_mean_squared_error: 1621.0582
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 39.8679 - mean_squared_error: 39.8679 - val_loss: 1716.7598 - val_mean_squared_error: 1716.7598
2022-12-09 11:10:29.890302: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 11:10:30.471761: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2434.5701 - mean_squared_error: 2434.5701
2022-12-09 11:10:35.536333: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2434.5701 - mean_squared_error: 2434.5701 - val_loss: 775.6671 - val_mean_squared_error: 775.6671
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 128.2079 - mean_squared_error: 128.2079 - val_loss: 1584.9636 - val_mean_squared_error: 1584.9636
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 89.1844 - mean_squared_error: 89.1844 - val_loss: 2465.3540 - val_mean_squared_error: 2465.3540
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 73.3203 - mean_squared_error: 73.3203 - val_loss: 2822.4282 - val_mean_squared_error: 2822.4282
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 61.4514 - mean_squared_error: 61.4514 - val_loss: 2903.8381 - val_mean_squared_error: 2903.8381
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 58.1040 - mean_squared_error: 58.1040 - val_loss: 2909.0256 - val_mean_squared_error: 2909.0256
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 48.5922 - mean_squared_error: 48.5922 - val_loss: 2924.5015 - val_mean_squared_error: 2924.5015
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 51.4993 - mean_squared_error: 51.4993 - val_loss: 2910.4272 - val_mean_squared_error: 2910.4272
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 49.2413 - mean_squared_error: 49.2413 - val_loss: 2935.8215 - val_mean_squared_error: 2935.8215
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 42.4929 - mean_squared_error: 42.4929 - val_loss: 2888.0085 - val_mean_squared_error: 2888.0085
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 45.0288 - mean_squared_error: 45.0288 - val_loss: 2889.8955 - val_mean_squared_error: 2889.8955
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 39.2226 - mean_squared_error: 39.2226 - val_loss: 2868.2134 - val_mean_squared_error: 2868.2134
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 42.7758 - mean_squared_error: 42.7758 - val_loss: 2817.8667 - val_mean_squared_error: 2817.8667
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 46.7897 - mean_squared_error: 46.7897 - val_loss: 2769.5193 - val_mean_squared_error: 2769.5193
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 39.3609 - mean_squared_error: 39.3609 - val_loss: 2813.7937 - val_mean_squared_error: 2813.7937
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 42.1082 - mean_squared_error: 42.1082 - val_loss: 2734.0801 - val_mean_squared_error: 2734.0801
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 39.2991 - mean_squared_error: 39.2991 - val_loss: 2830.2087 - val_mean_squared_error: 2830.2087
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 45.4778 - mean_squared_error: 45.4778 - val_loss: 2779.2222 - val_mean_squared_error: 2779.2222
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 43.3310 - mean_squared_error: 43.3310 - val_loss: 2721.1787 - val_mean_squared_error: 2721.1787
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 44.5520 - mean_squared_error: 44.5520 - val_loss: 2742.6692 - val_mean_squared_error: 2742.6692
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 41.3539 - mean_squared_error: 41.3539 - val_loss: 2757.1399 - val_mean_squared_error: 2757.1399
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 50.1319 - mean_squared_error: 50.1319 - val_loss: 2733.3250 - val_mean_squared_error: 2733.3250
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 43.2282 - mean_squared_error: 43.2282 - val_loss: 2683.3967 - val_mean_squared_error: 2683.3967
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 42.0224 - mean_squared_error: 42.0224 - val_loss: 2725.8816 - val_mean_squared_error: 2725.8816
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 40.3493 - mean_squared_error: 40.3493 - val_loss: 2700.4319 - val_mean_squared_error: 2700.4319
2022-12-09 11:10:53.697996: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 11:10:54.327748: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2364.4360 - mean_squared_error: 2364.4360
2022-12-09 11:10:59.434212: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2364.4360 - mean_squared_error: 2364.4360 - val_loss: 1050.7894 - val_mean_squared_error: 1050.7894
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 133.5688 - mean_squared_error: 133.5688 - val_loss: 1461.3383 - val_mean_squared_error: 1461.3383
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 93.5018 - mean_squared_error: 93.5018 - val_loss: 2197.8833 - val_mean_squared_error: 2197.8833
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 75.0599 - mean_squared_error: 75.0599 - val_loss: 2628.6458 - val_mean_squared_error: 2628.6458
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 66.3823 - mean_squared_error: 66.3823 - val_loss: 2755.6836 - val_mean_squared_error: 2755.6836
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 53.8052 - mean_squared_error: 53.8052 - val_loss: 2736.1201 - val_mean_squared_error: 2736.1201
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 50.1618 - mean_squared_error: 50.1618 - val_loss: 2750.3081 - val_mean_squared_error: 2750.3081
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 46.2676 - mean_squared_error: 46.2676 - val_loss: 2763.7507 - val_mean_squared_error: 2763.7507
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 46.7507 - mean_squared_error: 46.7507 - val_loss: 2669.2263 - val_mean_squared_error: 2669.2263
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 51.5714 - mean_squared_error: 51.5714 - val_loss: 2550.8428 - val_mean_squared_error: 2550.8425
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 41.4426 - mean_squared_error: 41.4426 - val_loss: 2542.6296 - val_mean_squared_error: 2542.6296
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 39.6549 - mean_squared_error: 39.6549 - val_loss: 2597.8965 - val_mean_squared_error: 2597.8965
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 47.2220 - mean_squared_error: 47.2220 - val_loss: 2380.6313 - val_mean_squared_error: 2380.6313
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 41.5181 - mean_squared_error: 41.5181 - val_loss: 2456.7639 - val_mean_squared_error: 2456.7637
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 39.3141 - mean_squared_error: 39.3141 - val_loss: 2415.0000 - val_mean_squared_error: 2415.0000
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 37.9038 - mean_squared_error: 37.9038 - val_loss: 2261.3081 - val_mean_squared_error: 2261.3081
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 39.0805 - mean_squared_error: 39.0805 - val_loss: 2351.2998 - val_mean_squared_error: 2351.2998
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 43.8196 - mean_squared_error: 43.8196 - val_loss: 2312.0154 - val_mean_squared_error: 2312.0154
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 39.3239 - mean_squared_error: 39.3239 - val_loss: 2403.2173 - val_mean_squared_error: 2403.2173
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 42.1471 - mean_squared_error: 42.1471 - val_loss: 2510.7922 - val_mean_squared_error: 2510.7922
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 39.4072 - mean_squared_error: 39.4072 - val_loss: 2398.4998 - val_mean_squared_error: 2398.4998
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 37.2183 - mean_squared_error: 37.2183 - val_loss: 2484.1086 - val_mean_squared_error: 2484.1086
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 40.4095 - mean_squared_error: 40.4095 - val_loss: 2257.2048 - val_mean_squared_error: 2257.2048
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 37.8724 - mean_squared_error: 37.8724 - val_loss: 2242.9216 - val_mean_squared_error: 2242.9216
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 38.9487 - mean_squared_error: 38.9487 - val_loss: 2304.9314 - val_mean_squared_error: 2304.9312
2022-12-09 11:11:17.501213: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 40)
(286, 40)
Epoch 1/25
2022-12-09 11:11:18.095659: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2406.6960 - mean_squared_error: 2406.6960
2022-12-09 11:11:23.192651: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2406.6960 - mean_squared_error: 2406.6960 - val_loss: 814.7336 - val_mean_squared_error: 814.7336
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 120.7544 - mean_squared_error: 120.7544 - val_loss: 1263.1388 - val_mean_squared_error: 1263.1388
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 85.7127 - mean_squared_error: 85.7127 - val_loss: 2350.4365 - val_mean_squared_error: 2350.4365
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 72.7513 - mean_squared_error: 72.7513 - val_loss: 2850.9265 - val_mean_squared_error: 2850.9265
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 65.6437 - mean_squared_error: 65.6437 - val_loss: 2956.2388 - val_mean_squared_error: 2956.2388
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 53.9745 - mean_squared_error: 53.9745 - val_loss: 2973.3853 - val_mean_squared_error: 2973.3853
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 46.6561 - mean_squared_error: 46.6561 - val_loss: 2939.5874 - val_mean_squared_error: 2939.5874
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 40.6987 - mean_squared_error: 40.6987 - val_loss: 2931.1892 - val_mean_squared_error: 2931.1892
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 37.9582 - mean_squared_error: 37.9582 - val_loss: 2851.5127 - val_mean_squared_error: 2851.5127
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 39.1572 - mean_squared_error: 39.1572 - val_loss: 2887.6338 - val_mean_squared_error: 2887.6338
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 38.6590 - mean_squared_error: 38.6590 - val_loss: 2813.8079 - val_mean_squared_error: 2813.8079
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 39.6998 - mean_squared_error: 39.6998 - val_loss: 2789.9099 - val_mean_squared_error: 2789.9099
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 42.6701 - mean_squared_error: 42.6701 - val_loss: 2705.4197 - val_mean_squared_error: 2705.4197
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 44.8781 - mean_squared_error: 44.8781 - val_loss: 2633.0750 - val_mean_squared_error: 2633.0750
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 37.9333 - mean_squared_error: 37.9333 - val_loss: 2593.6333 - val_mean_squared_error: 2593.6333
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 36.1768 - mean_squared_error: 36.1768 - val_loss: 2554.7285 - val_mean_squared_error: 2554.7285
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 39.6954 - mean_squared_error: 39.6954 - val_loss: 2723.0645 - val_mean_squared_error: 2723.0645
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 39.4338 - mean_squared_error: 39.4338 - val_loss: 2490.4326 - val_mean_squared_error: 2490.4326
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 41.6670 - mean_squared_error: 41.6670 - val_loss: 2530.4646 - val_mean_squared_error: 2530.4644
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 31.8465 - mean_squared_error: 31.8465 - val_loss: 2611.7710 - val_mean_squared_error: 2611.7710
Epoch 21/25
81/81 [==============================] - 1s 10ms/step - loss: 36.7901 - mean_squared_error: 36.7901 - val_loss: 2589.8364 - val_mean_squared_error: 2589.8364
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 39.8126 - mean_squared_error: 39.8126 - val_loss: 2476.6077 - val_mean_squared_error: 2476.6077
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 34.4525 - mean_squared_error: 34.4525 - val_loss: 2439.5381 - val_mean_squared_error: 2439.5381
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 37.5883 - mean_squared_error: 37.5883 - val_loss: 2415.7300 - val_mean_squared_error: 2415.7300
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 38.9800 - mean_squared_error: 38.9800 - val_loss: 2398.9446 - val_mean_squared_error: 2398.9446
2022-12-09 11:11:41.502627: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 11:11:42.196053: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2408.9014 - mean_squared_error: 2408.9014
2022-12-09 11:11:47.428063: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2408.9014 - mean_squared_error: 2408.9014 - val_loss: 734.6398 - val_mean_squared_error: 734.6398
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 108.7829 - mean_squared_error: 108.7829 - val_loss: 880.1025 - val_mean_squared_error: 880.1025
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 60.0606 - mean_squared_error: 60.0606 - val_loss: 1668.3328 - val_mean_squared_error: 1668.3328
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 58.3935 - mean_squared_error: 58.3935 - val_loss: 2242.4028 - val_mean_squared_error: 2242.4028
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 56.1085 - mean_squared_error: 56.1085 - val_loss: 2400.1611 - val_mean_squared_error: 2400.1611
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 50.1487 - mean_squared_error: 50.1487 - val_loss: 2488.8843 - val_mean_squared_error: 2488.8843
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 45.9217 - mean_squared_error: 45.9217 - val_loss: 2466.0071 - val_mean_squared_error: 2466.0071
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 44.4550 - mean_squared_error: 44.4550 - val_loss: 2533.3367 - val_mean_squared_error: 2533.3367
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 43.6317 - mean_squared_error: 43.6317 - val_loss: 2418.1528 - val_mean_squared_error: 2418.1528
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 39.0962 - mean_squared_error: 39.0962 - val_loss: 2397.3904 - val_mean_squared_error: 2397.3904
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 39.5848 - mean_squared_error: 39.5848 - val_loss: 2470.6790 - val_mean_squared_error: 2470.6790
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 48.1816 - mean_squared_error: 48.1816 - val_loss: 2420.4885 - val_mean_squared_error: 2420.4883
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 46.1723 - mean_squared_error: 46.1723 - val_loss: 2194.8154 - val_mean_squared_error: 2194.8154
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 45.0472 - mean_squared_error: 45.0472 - val_loss: 2358.9282 - val_mean_squared_error: 2358.9282
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 45.0532 - mean_squared_error: 45.0532 - val_loss: 2271.9551 - val_mean_squared_error: 2271.9551
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 34.3350 - mean_squared_error: 34.3350 - val_loss: 2255.7402 - val_mean_squared_error: 2255.7402
Epoch 17/25
81/81 [==============================] - 1s 10ms/step - loss: 44.9239 - mean_squared_error: 44.9239 - val_loss: 2198.4421 - val_mean_squared_error: 2198.4421
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 39.6453 - mean_squared_error: 39.6453 - val_loss: 2192.3591 - val_mean_squared_error: 2192.3591
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 38.1338 - mean_squared_error: 38.1338 - val_loss: 2139.8079 - val_mean_squared_error: 2139.8079
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 39.2657 - mean_squared_error: 39.2657 - val_loss: 1993.5642 - val_mean_squared_error: 1993.5640
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 43.3968 - mean_squared_error: 43.3968 - val_loss: 1870.7332 - val_mean_squared_error: 1870.7332
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 43.7405 - mean_squared_error: 43.7405 - val_loss: 1831.8698 - val_mean_squared_error: 1831.8698
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0151 - mean_squared_error: 38.0151 - val_loss: 1909.2607 - val_mean_squared_error: 1909.2607
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 32.7401 - mean_squared_error: 32.7401 - val_loss: 1971.8446 - val_mean_squared_error: 1971.8446
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 34.5331 - mean_squared_error: 34.5331 - val_loss: 1884.4967 - val_mean_squared_error: 1884.4967
2022-12-09 11:12:08.568776: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0005756218221413624
Generation:  2
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 11:12:09.268758: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2429.1543 - mean_squared_error: 2429.1543
2022-12-09 11:12:13.996729: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 52ms/step - loss: 2429.1543 - mean_squared_error: 2429.1543 - val_loss: 1098.0887 - val_mean_squared_error: 1098.0887
Epoch 2/25
81/81 [==============================] - 1s 15ms/step - loss: 125.6808 - mean_squared_error: 125.6808 - val_loss: 1130.7137 - val_mean_squared_error: 1130.7137
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 60.5545 - mean_squared_error: 60.5545 - val_loss: 1743.0079 - val_mean_squared_error: 1743.0079
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 50.7182 - mean_squared_error: 50.7182 - val_loss: 2355.0974 - val_mean_squared_error: 2355.0974
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 49.8547 - mean_squared_error: 49.8547 - val_loss: 2361.7568 - val_mean_squared_error: 2361.7568
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 54.6651 - mean_squared_error: 54.6651 - val_loss: 2389.8723 - val_mean_squared_error: 2389.8723
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 50.4600 - mean_squared_error: 50.4600 - val_loss: 2413.9067 - val_mean_squared_error: 2413.9067
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 39.7473 - mean_squared_error: 39.7473 - val_loss: 2444.4700 - val_mean_squared_error: 2444.4700
Epoch 9/25
81/81 [==============================] - 1s 11ms/step - loss: 47.3678 - mean_squared_error: 47.3678 - val_loss: 2130.9004 - val_mean_squared_error: 2130.9004
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 40.1072 - mean_squared_error: 40.1072 - val_loss: 2382.0571 - val_mean_squared_error: 2382.0571
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 43.8389 - mean_squared_error: 43.8389 - val_loss: 2250.8684 - val_mean_squared_error: 2250.8684
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 41.8308 - mean_squared_error: 41.8308 - val_loss: 2206.3716 - val_mean_squared_error: 2206.3716
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 46.0933 - mean_squared_error: 46.0933 - val_loss: 2024.4788 - val_mean_squared_error: 2024.4788
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 42.3559 - mean_squared_error: 42.3559 - val_loss: 1894.1128 - val_mean_squared_error: 1894.1128
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 40.9503 - mean_squared_error: 40.9503 - val_loss: 1952.3800 - val_mean_squared_error: 1952.3800
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 42.5876 - mean_squared_error: 42.5876 - val_loss: 1960.7957 - val_mean_squared_error: 1960.7957
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 41.6929 - mean_squared_error: 41.6929 - val_loss: 2005.1274 - val_mean_squared_error: 2005.1274
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0690 - mean_squared_error: 38.0690 - val_loss: 1862.5656 - val_mean_squared_error: 1862.5656
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 36.8705 - mean_squared_error: 36.8705 - val_loss: 2005.1648 - val_mean_squared_error: 2005.1648
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 38.8344 - mean_squared_error: 38.8344 - val_loss: 1891.1208 - val_mean_squared_error: 1891.1208
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 40.7858 - mean_squared_error: 40.7858 - val_loss: 1834.3108 - val_mean_squared_error: 1834.3108
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0905 - mean_squared_error: 37.0905 - val_loss: 1875.4047 - val_mean_squared_error: 1875.4047
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 43.0655 - mean_squared_error: 43.0655 - val_loss: 1761.2513 - val_mean_squared_error: 1761.2513
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 40.4181 - mean_squared_error: 40.4181 - val_loss: 1706.8177 - val_mean_squared_error: 1706.8177
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 37.6830 - mean_squared_error: 37.6830 - val_loss: 1862.2205 - val_mean_squared_error: 1862.2205
2022-12-09 11:12:32.791460: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.82922519 0.76015828 ... 0.         0.         0.        ]
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 11:12:33.415329: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2399.3269 - mean_squared_error: 2399.3269
2022-12-09 11:12:38.344471: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 55ms/step - loss: 2399.3269 - mean_squared_error: 2399.3269 - val_loss: 818.3428 - val_mean_squared_error: 818.3428
Epoch 2/25
81/81 [==============================] - 1s 10ms/step - loss: 106.3580 - mean_squared_error: 106.3580 - val_loss: 1030.0232 - val_mean_squared_error: 1030.0232
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 54.4490 - mean_squared_error: 54.4490 - val_loss: 1966.8496 - val_mean_squared_error: 1966.8496
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 53.0827 - mean_squared_error: 53.0827 - val_loss: 2541.9153 - val_mean_squared_error: 2541.9153
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 54.4557 - mean_squared_error: 54.4557 - val_loss: 2657.9021 - val_mean_squared_error: 2657.9021
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 46.5519 - mean_squared_error: 46.5519 - val_loss: 2643.2395 - val_mean_squared_error: 2643.2393
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 48.0503 - mean_squared_error: 48.0503 - val_loss: 2723.4041 - val_mean_squared_error: 2723.4038
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 42.7811 - mean_squared_error: 42.7811 - val_loss: 2774.0798 - val_mean_squared_error: 2774.0798
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 40.7590 - mean_squared_error: 40.7590 - val_loss: 2685.3027 - val_mean_squared_error: 2685.3027
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 42.0127 - mean_squared_error: 42.0127 - val_loss: 2635.6638 - val_mean_squared_error: 2635.6638
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0671 - mean_squared_error: 37.0671 - val_loss: 2613.1746 - val_mean_squared_error: 2613.1746
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 37.4552 - mean_squared_error: 37.4552 - val_loss: 2652.6294 - val_mean_squared_error: 2652.6294
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 38.2872 - mean_squared_error: 38.2872 - val_loss: 2633.5195 - val_mean_squared_error: 2633.5195
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 43.5439 - mean_squared_error: 43.5439 - val_loss: 2458.2808 - val_mean_squared_error: 2458.2808
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 42.2511 - mean_squared_error: 42.2511 - val_loss: 2595.6089 - val_mean_squared_error: 2595.6089
Epoch 16/25
81/81 [==============================] - 1s 10ms/step - loss: 42.6911 - mean_squared_error: 42.6911 - val_loss: 2632.9656 - val_mean_squared_error: 2632.9656
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 41.5238 - mean_squared_error: 41.5238 - val_loss: 2483.8320 - val_mean_squared_error: 2483.8320
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 37.7910 - mean_squared_error: 37.7910 - val_loss: 2475.6963 - val_mean_squared_error: 2475.6963
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 41.3945 - mean_squared_error: 41.3945 - val_loss: 2529.4946 - val_mean_squared_error: 2529.4946
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 40.1525 - mean_squared_error: 40.1525 - val_loss: 2581.5759 - val_mean_squared_error: 2581.5759
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 44.9290 - mean_squared_error: 44.9290 - val_loss: 2542.1472 - val_mean_squared_error: 2542.1472
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 43.1994 - mean_squared_error: 43.1994 - val_loss: 2507.2581 - val_mean_squared_error: 2507.2581
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 49.8322 - mean_squared_error: 49.8322 - val_loss: 2560.6965 - val_mean_squared_error: 2560.6965
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 39.7867 - mean_squared_error: 39.7867 - val_loss: 2343.6460 - val_mean_squared_error: 2343.6460
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 39.0533 - mean_squared_error: 39.0533 - val_loss: 2414.0959 - val_mean_squared_error: 2414.0959
2022-12-09 11:12:56.542019: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 11:12:57.072824: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2408.0669 - mean_squared_error: 2408.0669
2022-12-09 11:13:01.981329: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 54ms/step - loss: 2408.0669 - mean_squared_error: 2408.0669 - val_loss: 1226.8386 - val_mean_squared_error: 1226.8386
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 123.8645 - mean_squared_error: 123.8645 - val_loss: 1295.6671 - val_mean_squared_error: 1295.6671
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 81.8001 - mean_squared_error: 81.8001 - val_loss: 2149.6375 - val_mean_squared_error: 2149.6375
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 73.3219 - mean_squared_error: 73.3219 - val_loss: 2552.9229 - val_mean_squared_error: 2552.9229
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 58.8421 - mean_squared_error: 58.8421 - val_loss: 2514.8137 - val_mean_squared_error: 2514.8137
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 54.7737 - mean_squared_error: 54.7737 - val_loss: 2599.2737 - val_mean_squared_error: 2599.2737
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 45.8920 - mean_squared_error: 45.8920 - val_loss: 2331.7422 - val_mean_squared_error: 2331.7422
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 49.9104 - mean_squared_error: 49.9104 - val_loss: 2367.6108 - val_mean_squared_error: 2367.6106
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 48.8535 - mean_squared_error: 48.8535 - val_loss: 2151.1052 - val_mean_squared_error: 2151.1052
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 43.2049 - mean_squared_error: 43.2049 - val_loss: 2238.3271 - val_mean_squared_error: 2238.3271
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 42.3112 - mean_squared_error: 42.3112 - val_loss: 1999.4132 - val_mean_squared_error: 1999.4132
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 40.6849 - mean_squared_error: 40.6849 - val_loss: 2133.9607 - val_mean_squared_error: 2133.9607
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 36.0877 - mean_squared_error: 36.0877 - val_loss: 2114.8591 - val_mean_squared_error: 2114.8591
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 38.1303 - mean_squared_error: 38.1303 - val_loss: 2236.3030 - val_mean_squared_error: 2236.3030
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 40.9035 - mean_squared_error: 40.9035 - val_loss: 1984.1555 - val_mean_squared_error: 1984.1555
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 39.4726 - mean_squared_error: 39.4726 - val_loss: 1861.2738 - val_mean_squared_error: 1861.2738
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 39.7017 - mean_squared_error: 39.7017 - val_loss: 1794.1368 - val_mean_squared_error: 1794.1368
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 40.7113 - mean_squared_error: 40.7113 - val_loss: 1790.4041 - val_mean_squared_error: 1790.4041
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 36.6834 - mean_squared_error: 36.6834 - val_loss: 1916.2188 - val_mean_squared_error: 1916.2188
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 40.2988 - mean_squared_error: 40.2988 - val_loss: 1972.9691 - val_mean_squared_error: 1972.9691
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 43.3208 - mean_squared_error: 43.3208 - val_loss: 1897.7921 - val_mean_squared_error: 1897.7921
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 32.9565 - mean_squared_error: 32.9565 - val_loss: 1667.9662 - val_mean_squared_error: 1667.9662
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 40.8116 - mean_squared_error: 40.8116 - val_loss: 1840.7274 - val_mean_squared_error: 1840.7274
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 41.2001 - mean_squared_error: 41.2001 - val_loss: 1572.3724 - val_mean_squared_error: 1572.3724
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 32.0709 - mean_squared_error: 32.0709 - val_loss: 1714.2170 - val_mean_squared_error: 1714.2170
2022-12-09 11:13:20.097367: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
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 ...
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(2577, 40)
(286, 40)
Epoch 1/25
2022-12-09 11:13:20.651519: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2406.5146 - mean_squared_error: 2406.5146
2022-12-09 11:13:25.741580: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2406.5146 - mean_squared_error: 2406.5146 - val_loss: 1067.4407 - val_mean_squared_error: 1067.4407
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 118.0770 - mean_squared_error: 118.0770 - val_loss: 1055.3593 - val_mean_squared_error: 1055.3593
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 89.4592 - mean_squared_error: 89.4592 - val_loss: 2171.5979 - val_mean_squared_error: 2171.5979
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 84.9102 - mean_squared_error: 84.9102 - val_loss: 2752.6216 - val_mean_squared_error: 2752.6213
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 72.1123 - mean_squared_error: 72.1123 - val_loss: 2874.4971 - val_mean_squared_error: 2874.4968
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 58.2282 - mean_squared_error: 58.2282 - val_loss: 2938.1624 - val_mean_squared_error: 2938.1624
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 45.3134 - mean_squared_error: 45.3134 - val_loss: 2968.8862 - val_mean_squared_error: 2968.8862
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 48.2937 - mean_squared_error: 48.2937 - val_loss: 2852.7820 - val_mean_squared_error: 2852.7820
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 39.4843 - mean_squared_error: 39.4843 - val_loss: 2809.5588 - val_mean_squared_error: 2809.5588
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 44.9961 - mean_squared_error: 44.9961 - val_loss: 2802.6240 - val_mean_squared_error: 2802.6240
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 39.1526 - mean_squared_error: 39.1526 - val_loss: 2705.7451 - val_mean_squared_error: 2705.7451
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 42.0695 - mean_squared_error: 42.0695 - val_loss: 2667.1094 - val_mean_squared_error: 2667.1094
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 34.7530 - mean_squared_error: 34.7530 - val_loss: 2732.3186 - val_mean_squared_error: 2732.3186
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 32.6827 - mean_squared_error: 32.6827 - val_loss: 2706.4336 - val_mean_squared_error: 2706.4336
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 33.6945 - mean_squared_error: 33.6945 - val_loss: 2725.5105 - val_mean_squared_error: 2725.5105
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 33.6254 - mean_squared_error: 33.6254 - val_loss: 2747.3652 - val_mean_squared_error: 2747.3652
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 45.7125 - mean_squared_error: 45.7125 - val_loss: 2566.5007 - val_mean_squared_error: 2566.5007
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 41.4970 - mean_squared_error: 41.4970 - val_loss: 2530.0859 - val_mean_squared_error: 2530.0859
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 39.8943 - mean_squared_error: 39.8943 - val_loss: 2517.7737 - val_mean_squared_error: 2517.7737
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 39.5402 - mean_squared_error: 39.5402 - val_loss: 2517.9783 - val_mean_squared_error: 2517.9780
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 43.3401 - mean_squared_error: 43.3401 - val_loss: 2535.7761 - val_mean_squared_error: 2535.7761
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 31.9449 - mean_squared_error: 31.9449 - val_loss: 2637.9434 - val_mean_squared_error: 2637.9434
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 41.5857 - mean_squared_error: 41.5857 - val_loss: 2649.9192 - val_mean_squared_error: 2649.9192
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 35.1545 - mean_squared_error: 35.1545 - val_loss: 2316.0232 - val_mean_squared_error: 2316.0232
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 39.5394 - mean_squared_error: 39.5394 - val_loss: 2561.1079 - val_mean_squared_error: 2561.1079
2022-12-09 11:13:44.127190: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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 ...
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:13:44.730969: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2383.3760 - mean_squared_error: 2383.3760
2022-12-09 11:13:49.822718: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2383.3760 - mean_squared_error: 2383.3760 - val_loss: 1092.7125 - val_mean_squared_error: 1092.7125
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 109.7811 - mean_squared_error: 109.7811 - val_loss: 1239.5483 - val_mean_squared_error: 1239.5483
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 56.7272 - mean_squared_error: 56.7272 - val_loss: 1879.6350 - val_mean_squared_error: 1879.6350
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 50.1312 - mean_squared_error: 50.1312 - val_loss: 2543.5996 - val_mean_squared_error: 2543.5996
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 54.4588 - mean_squared_error: 54.4588 - val_loss: 2529.5986 - val_mean_squared_error: 2529.5986
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 43.2890 - mean_squared_error: 43.2890 - val_loss: 2470.5496 - val_mean_squared_error: 2470.5496
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 50.5618 - mean_squared_error: 50.5618 - val_loss: 2406.1245 - val_mean_squared_error: 2406.1245
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 49.9819 - mean_squared_error: 49.9819 - val_loss: 2442.2598 - val_mean_squared_error: 2442.2598
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 42.3637 - mean_squared_error: 42.3637 - val_loss: 2446.8870 - val_mean_squared_error: 2446.8870
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 37.3690 - mean_squared_error: 37.3690 - val_loss: 2410.7400 - val_mean_squared_error: 2410.7400
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 42.9577 - mean_squared_error: 42.9577 - val_loss: 2307.8125 - val_mean_squared_error: 2307.8125
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 39.0938 - mean_squared_error: 39.0938 - val_loss: 2311.4888 - val_mean_squared_error: 2311.4888
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 41.3436 - mean_squared_error: 41.3436 - val_loss: 2170.7119 - val_mean_squared_error: 2170.7119
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 39.6468 - mean_squared_error: 39.6468 - val_loss: 2174.7590 - val_mean_squared_error: 2174.7590
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 40.4733 - mean_squared_error: 40.4733 - val_loss: 2083.7468 - val_mean_squared_error: 2083.7468
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 39.9059 - mean_squared_error: 39.9059 - val_loss: 2243.8433 - val_mean_squared_error: 2243.8433
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 41.5678 - mean_squared_error: 41.5678 - val_loss: 2245.4055 - val_mean_squared_error: 2245.4055
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 39.8784 - mean_squared_error: 39.8784 - val_loss: 2081.4563 - val_mean_squared_error: 2081.4563
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 38.7240 - mean_squared_error: 38.7240 - val_loss: 1922.5326 - val_mean_squared_error: 1922.5326
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 38.8826 - mean_squared_error: 38.8826 - val_loss: 1947.5504 - val_mean_squared_error: 1947.5503
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 39.1055 - mean_squared_error: 39.1055 - val_loss: 2051.3457 - val_mean_squared_error: 2051.3457
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 48.6934 - mean_squared_error: 48.6934 - val_loss: 1969.7760 - val_mean_squared_error: 1969.7760
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 38.5602 - mean_squared_error: 38.5602 - val_loss: 1987.9473 - val_mean_squared_error: 1987.9473
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 36.4902 - mean_squared_error: 36.4902 - val_loss: 1752.0819 - val_mean_squared_error: 1752.0819
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 38.3163 - mean_squared_error: 38.3163 - val_loss: 1848.2351 - val_mean_squared_error: 1848.2351
2022-12-09 11:14:07.991239: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0005764704325819192
Generation:  3
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 11:14:08.567057: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2408.3335 - mean_squared_error: 2408.3335
2022-12-09 11:14:13.664063: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 55ms/step - loss: 2408.3335 - mean_squared_error: 2408.3335 - val_loss: 1096.5430 - val_mean_squared_error: 1096.5428
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 147.3911 - mean_squared_error: 147.3911 - val_loss: 1248.6062 - val_mean_squared_error: 1248.6062
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 85.5654 - mean_squared_error: 85.5654 - val_loss: 1837.2019 - val_mean_squared_error: 1837.2019
Epoch 4/25
81/81 [==============================] - 1s 8ms/step - loss: 79.5438 - mean_squared_error: 79.5438 - val_loss: 2408.0547 - val_mean_squared_error: 2408.0547
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 65.7210 - mean_squared_error: 65.7210 - val_loss: 2479.3633 - val_mean_squared_error: 2479.3633
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 59.1800 - mean_squared_error: 59.1800 - val_loss: 2507.6382 - val_mean_squared_error: 2507.6382
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 49.9439 - mean_squared_error: 49.9439 - val_loss: 2483.8098 - val_mean_squared_error: 2483.8098
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 45.6428 - mean_squared_error: 45.6428 - val_loss: 2387.2671 - val_mean_squared_error: 2387.2671
Epoch 9/25
81/81 [==============================] - 1s 11ms/step - loss: 43.2865 - mean_squared_error: 43.2865 - val_loss: 2211.1208 - val_mean_squared_error: 2211.1208
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 38.9600 - mean_squared_error: 38.9600 - val_loss: 2569.2681 - val_mean_squared_error: 2569.2681
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 42.1325 - mean_squared_error: 42.1325 - val_loss: 2358.4211 - val_mean_squared_error: 2358.4211
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 40.0569 - mean_squared_error: 40.0569 - val_loss: 2299.9141 - val_mean_squared_error: 2299.9141
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 34.9756 - mean_squared_error: 34.9756 - val_loss: 2333.5818 - val_mean_squared_error: 2333.5818
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 44.4772 - mean_squared_error: 44.4772 - val_loss: 2029.6857 - val_mean_squared_error: 2029.6857
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 43.1404 - mean_squared_error: 43.1404 - val_loss: 2291.4275 - val_mean_squared_error: 2291.4275
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 37.8191 - mean_squared_error: 37.8191 - val_loss: 2183.2378 - val_mean_squared_error: 2183.2378
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 37.3569 - mean_squared_error: 37.3569 - val_loss: 2181.1746 - val_mean_squared_error: 2181.1746
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 37.7566 - mean_squared_error: 37.7566 - val_loss: 2090.7976 - val_mean_squared_error: 2090.7974
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 39.5595 - mean_squared_error: 39.5595 - val_loss: 1904.7410 - val_mean_squared_error: 1904.7410
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 49.6267 - mean_squared_error: 49.6267 - val_loss: 2079.2068 - val_mean_squared_error: 2079.2068
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 41.1643 - mean_squared_error: 41.1643 - val_loss: 2174.7686 - val_mean_squared_error: 2174.7686
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 33.8252 - mean_squared_error: 33.8252 - val_loss: 2191.5112 - val_mean_squared_error: 2191.5112
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 40.9324 - mean_squared_error: 40.9324 - val_loss: 2041.9460 - val_mean_squared_error: 2041.9460
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 44.5499 - mean_squared_error: 44.5499 - val_loss: 2159.9968 - val_mean_squared_error: 2159.9968
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 41.4173 - mean_squared_error: 41.4173 - val_loss: 2070.8042 - val_mean_squared_error: 2070.8042
2022-12-09 11:14:31.961458: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.82922519 ... 0.         0.         0.        ]
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 ...
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:14:32.561829: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2416.8965 - mean_squared_error: 2416.8965
2022-12-09 11:14:37.696602: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2416.8965 - mean_squared_error: 2416.8965 - val_loss: 1185.7448 - val_mean_squared_error: 1185.7448
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 120.5178 - mean_squared_error: 120.5178 - val_loss: 1201.3787 - val_mean_squared_error: 1201.3787
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 59.2450 - mean_squared_error: 59.2450 - val_loss: 1801.6830 - val_mean_squared_error: 1801.6830
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 50.1860 - mean_squared_error: 50.1860 - val_loss: 2285.7502 - val_mean_squared_error: 2285.7502
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 49.6344 - mean_squared_error: 49.6344 - val_loss: 2471.3472 - val_mean_squared_error: 2471.3472
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 52.8472 - mean_squared_error: 52.8472 - val_loss: 2487.7986 - val_mean_squared_error: 2487.7986
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 43.4781 - mean_squared_error: 43.4781 - val_loss: 2524.3882 - val_mean_squared_error: 2524.3882
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 43.8869 - mean_squared_error: 43.8869 - val_loss: 2487.3792 - val_mean_squared_error: 2487.3789
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 38.1302 - mean_squared_error: 38.1302 - val_loss: 2353.7485 - val_mean_squared_error: 2353.7485
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 37.7036 - mean_squared_error: 37.7036 - val_loss: 2419.9827 - val_mean_squared_error: 2419.9827
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 43.3997 - mean_squared_error: 43.3997 - val_loss: 2520.8779 - val_mean_squared_error: 2520.8779
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 42.7591 - mean_squared_error: 42.7591 - val_loss: 2306.3752 - val_mean_squared_error: 2306.3750
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 45.7289 - mean_squared_error: 45.7289 - val_loss: 2296.7632 - val_mean_squared_error: 2296.7632
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 39.0680 - mean_squared_error: 39.0680 - val_loss: 2377.0515 - val_mean_squared_error: 2377.0515
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 42.9029 - mean_squared_error: 42.9029 - val_loss: 2266.6907 - val_mean_squared_error: 2266.6904
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 47.0301 - mean_squared_error: 47.0301 - val_loss: 2018.8618 - val_mean_squared_error: 2018.8618
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 40.6746 - mean_squared_error: 40.6746 - val_loss: 2162.2397 - val_mean_squared_error: 2162.2397
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 39.1353 - mean_squared_error: 39.1353 - val_loss: 2243.5330 - val_mean_squared_error: 2243.5330
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 39.0836 - mean_squared_error: 39.0836 - val_loss: 2198.8120 - val_mean_squared_error: 2198.8120
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 42.6979 - mean_squared_error: 42.6979 - val_loss: 1954.7749 - val_mean_squared_error: 1954.7749
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 45.6033 - mean_squared_error: 45.6033 - val_loss: 1977.9688 - val_mean_squared_error: 1977.9688
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 43.1579 - mean_squared_error: 43.1579 - val_loss: 1941.5847 - val_mean_squared_error: 1941.5847
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 48.3458 - mean_squared_error: 48.3458 - val_loss: 2067.0789 - val_mean_squared_error: 2067.0789
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 43.9095 - mean_squared_error: 43.9095 - val_loss: 1891.3195 - val_mean_squared_error: 1891.3195
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 36.2610 - mean_squared_error: 36.2610 - val_loss: 1861.7716 - val_mean_squared_error: 1861.7716
2022-12-09 11:14:55.829514: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.82922519 0.76015828 ... 0.         0.         0.        ]
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 11:14:56.414931: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2411.5090 - mean_squared_error: 2411.5090
2022-12-09 11:15:01.557433: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2411.5090 - mean_squared_error: 2411.5090 - val_loss: 955.0837 - val_mean_squared_error: 955.0837
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 114.2705 - mean_squared_error: 114.2705 - val_loss: 1449.4520 - val_mean_squared_error: 1449.4520
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 61.6672 - mean_squared_error: 61.6672 - val_loss: 2291.4409 - val_mean_squared_error: 2291.4409
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 59.1906 - mean_squared_error: 59.1906 - val_loss: 2754.0349 - val_mean_squared_error: 2754.0349
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 47.4178 - mean_squared_error: 47.4178 - val_loss: 2902.4104 - val_mean_squared_error: 2902.4104
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 41.5756 - mean_squared_error: 41.5756 - val_loss: 2935.3250 - val_mean_squared_error: 2935.3250
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 51.1676 - mean_squared_error: 51.1676 - val_loss: 2913.5930 - val_mean_squared_error: 2913.5930
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 51.1477 - mean_squared_error: 51.1477 - val_loss: 2884.2471 - val_mean_squared_error: 2884.2471
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 51.1027 - mean_squared_error: 51.1027 - val_loss: 2916.9812 - val_mean_squared_error: 2916.9812
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 44.7893 - mean_squared_error: 44.7893 - val_loss: 2865.8984 - val_mean_squared_error: 2865.8984
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 39.5160 - mean_squared_error: 39.5160 - val_loss: 2854.0667 - val_mean_squared_error: 2854.0667
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 44.9292 - mean_squared_error: 44.9292 - val_loss: 2783.9424 - val_mean_squared_error: 2783.9424
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 42.0888 - mean_squared_error: 42.0888 - val_loss: 2844.1550 - val_mean_squared_error: 2844.1550
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 45.2657 - mean_squared_error: 45.2657 - val_loss: 2745.7715 - val_mean_squared_error: 2745.7715
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 39.9077 - mean_squared_error: 39.9077 - val_loss: 2710.3716 - val_mean_squared_error: 2710.3716
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 43.3801 - mean_squared_error: 43.3801 - val_loss: 2720.1499 - val_mean_squared_error: 2720.1499
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 38.5807 - mean_squared_error: 38.5807 - val_loss: 2616.0232 - val_mean_squared_error: 2616.0232
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 42.7177 - mean_squared_error: 42.7177 - val_loss: 2623.9199 - val_mean_squared_error: 2623.9199
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 43.3072 - mean_squared_error: 43.3072 - val_loss: 2689.4446 - val_mean_squared_error: 2689.4446
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 43.4656 - mean_squared_error: 43.4656 - val_loss: 2684.1213 - val_mean_squared_error: 2684.1213
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 39.2363 - mean_squared_error: 39.2363 - val_loss: 2645.1333 - val_mean_squared_error: 2645.1333
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0226 - mean_squared_error: 37.0226 - val_loss: 2591.3164 - val_mean_squared_error: 2591.3164
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 39.2432 - mean_squared_error: 39.2432 - val_loss: 2615.2595 - val_mean_squared_error: 2615.2595
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 38.3240 - mean_squared_error: 38.3240 - val_loss: 2555.4580 - val_mean_squared_error: 2555.4580
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 34.8177 - mean_squared_error: 34.8177 - val_loss: 2503.4238 - val_mean_squared_error: 2503.4238
2022-12-09 11:15:19.814431: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.82922519 0.76015828 ... 0.         0.         0.        ]
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 11:15:20.405722: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2363.5610 - mean_squared_error: 2363.5610
2022-12-09 11:15:25.456744: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2363.5610 - mean_squared_error: 2363.5610 - val_loss: 606.2336 - val_mean_squared_error: 606.2336
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 98.5965 - mean_squared_error: 98.5965 - val_loss: 995.1422 - val_mean_squared_error: 995.1422
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 58.9828 - mean_squared_error: 58.9828 - val_loss: 2185.6838 - val_mean_squared_error: 2185.6838
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 55.5761 - mean_squared_error: 55.5761 - val_loss: 2720.6223 - val_mean_squared_error: 2720.6223
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 47.9086 - mean_squared_error: 47.9086 - val_loss: 2858.4038 - val_mean_squared_error: 2858.4038
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 47.3984 - mean_squared_error: 47.3984 - val_loss: 2838.0183 - val_mean_squared_error: 2838.0183
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 44.8495 - mean_squared_error: 44.8495 - val_loss: 2856.7947 - val_mean_squared_error: 2856.7947
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 43.5020 - mean_squared_error: 43.5020 - val_loss: 2926.0676 - val_mean_squared_error: 2926.0676
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 44.1546 - mean_squared_error: 44.1546 - val_loss: 2918.9346 - val_mean_squared_error: 2918.9346
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 36.2282 - mean_squared_error: 36.2282 - val_loss: 2888.3252 - val_mean_squared_error: 2888.3252
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 44.1791 - mean_squared_error: 44.1791 - val_loss: 2889.7937 - val_mean_squared_error: 2889.7937
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 33.9599 - mean_squared_error: 33.9599 - val_loss: 2843.0203 - val_mean_squared_error: 2843.0203
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 46.3648 - mean_squared_error: 46.3648 - val_loss: 2908.9280 - val_mean_squared_error: 2908.9280
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 41.1152 - mean_squared_error: 41.1152 - val_loss: 2831.9834 - val_mean_squared_error: 2831.9834
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 43.3326 - mean_squared_error: 43.3326 - val_loss: 2858.1243 - val_mean_squared_error: 2858.1243
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 42.5538 - mean_squared_error: 42.5538 - val_loss: 2790.6238 - val_mean_squared_error: 2790.6238
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 47.0450 - mean_squared_error: 47.0450 - val_loss: 2867.1753 - val_mean_squared_error: 2867.1750
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 38.5884 - mean_squared_error: 38.5884 - val_loss: 2803.2402 - val_mean_squared_error: 2803.2402
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 37.6359 - mean_squared_error: 37.6359 - val_loss: 2825.3220 - val_mean_squared_error: 2825.3220
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 44.3481 - mean_squared_error: 44.3481 - val_loss: 2817.2771 - val_mean_squared_error: 2817.2771
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 41.6009 - mean_squared_error: 41.6009 - val_loss: 2751.7014 - val_mean_squared_error: 2751.7014
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 46.6143 - mean_squared_error: 46.6143 - val_loss: 2721.1809 - val_mean_squared_error: 2721.1809
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 46.8581 - mean_squared_error: 46.8581 - val_loss: 2761.8965 - val_mean_squared_error: 2761.8965
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 41.5123 - mean_squared_error: 41.5123 - val_loss: 2763.5591 - val_mean_squared_error: 2763.5591
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 34.8302 - mean_squared_error: 34.8302 - val_loss: 2776.8259 - val_mean_squared_error: 2776.8259
2022-12-09 11:15:43.559150: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:15:44.149623: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2386.4729 - mean_squared_error: 2386.4729
2022-12-09 11:15:49.263637: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2386.4729 - mean_squared_error: 2386.4729 - val_loss: 1072.2786 - val_mean_squared_error: 1072.2786
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 112.8278 - mean_squared_error: 112.8278 - val_loss: 1190.6052 - val_mean_squared_error: 1190.6052
Epoch 3/25
81/81 [==============================] - 1s 9ms/step - loss: 67.0545 - mean_squared_error: 67.0545 - val_loss: 2102.9707 - val_mean_squared_error: 2102.9707
Epoch 4/25
81/81 [==============================] - 1s 8ms/step - loss: 60.8110 - mean_squared_error: 60.8110 - val_loss: 2686.5381 - val_mean_squared_error: 2686.5381
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 52.1156 - mean_squared_error: 52.1156 - val_loss: 2677.4985 - val_mean_squared_error: 2677.4985
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 40.9650 - mean_squared_error: 40.9650 - val_loss: 2719.1826 - val_mean_squared_error: 2719.1826
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 38.4827 - mean_squared_error: 38.4827 - val_loss: 2687.8875 - val_mean_squared_error: 2687.8875
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 41.0366 - mean_squared_error: 41.0366 - val_loss: 2632.1025 - val_mean_squared_error: 2632.1025
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 33.9974 - mean_squared_error: 33.9974 - val_loss: 2507.0081 - val_mean_squared_error: 2507.0081
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 37.6460 - mean_squared_error: 37.6460 - val_loss: 2524.7419 - val_mean_squared_error: 2524.7419
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 38.4846 - mean_squared_error: 38.4846 - val_loss: 2478.0686 - val_mean_squared_error: 2478.0686
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 37.2425 - mean_squared_error: 37.2425 - val_loss: 2587.7390 - val_mean_squared_error: 2587.7390
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 38.2789 - mean_squared_error: 38.2789 - val_loss: 2527.5291 - val_mean_squared_error: 2527.5291
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 35.0302 - mean_squared_error: 35.0302 - val_loss: 2464.9224 - val_mean_squared_error: 2464.9224
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 39.9368 - mean_squared_error: 39.9368 - val_loss: 2341.7600 - val_mean_squared_error: 2341.7600
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 42.8739 - mean_squared_error: 42.8739 - val_loss: 2402.5720 - val_mean_squared_error: 2402.5720
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 45.3179 - mean_squared_error: 45.3179 - val_loss: 2226.8530 - val_mean_squared_error: 2226.8530
Epoch 18/25
81/81 [==============================] - 1s 10ms/step - loss: 34.5726 - mean_squared_error: 34.5726 - val_loss: 2237.6921 - val_mean_squared_error: 2237.6921
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 42.7445 - mean_squared_error: 42.7445 - val_loss: 2276.6750 - val_mean_squared_error: 2276.6750
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 36.1176 - mean_squared_error: 36.1176 - val_loss: 2206.1882 - val_mean_squared_error: 2206.1882
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 40.4190 - mean_squared_error: 40.4190 - val_loss: 2292.4070 - val_mean_squared_error: 2292.4070
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 38.9710 - mean_squared_error: 38.9710 - val_loss: 2219.1680 - val_mean_squared_error: 2219.1680
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 45.6697 - mean_squared_error: 45.6697 - val_loss: 2175.9312 - val_mean_squared_error: 2175.9312
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 37.1028 - mean_squared_error: 37.1028 - val_loss: 2237.8904 - val_mean_squared_error: 2237.8904
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 35.5951 - mean_squared_error: 35.5951 - val_loss: 2138.3364 - val_mean_squared_error: 2138.3364
2022-12-09 11:16:07.439170: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0005320156911130178
Generation:  4
[[0.6994447  0.12548801 0.82922519 ... 0.         0.         0.        ]
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:16:08.063370: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2389.6499 - mean_squared_error: 2389.6499
2022-12-09 11:16:13.186567: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2389.6499 - mean_squared_error: 2389.6499 - val_loss: 1054.4341 - val_mean_squared_error: 1054.4341
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 119.6019 - mean_squared_error: 119.6019 - val_loss: 1092.8879 - val_mean_squared_error: 1092.8879
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 60.7707 - mean_squared_error: 60.7707 - val_loss: 1504.9921 - val_mean_squared_error: 1504.9921
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 52.4200 - mean_squared_error: 52.4200 - val_loss: 2396.0522 - val_mean_squared_error: 2396.0522
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 52.9394 - mean_squared_error: 52.9394 - val_loss: 2513.3125 - val_mean_squared_error: 2513.3125
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 46.1378 - mean_squared_error: 46.1378 - val_loss: 2637.3511 - val_mean_squared_error: 2637.3511
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 49.7525 - mean_squared_error: 49.7525 - val_loss: 2667.6147 - val_mean_squared_error: 2667.6147
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 41.1985 - mean_squared_error: 41.1985 - val_loss: 2621.5444 - val_mean_squared_error: 2621.5444
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 44.9879 - mean_squared_error: 44.9879 - val_loss: 2687.0454 - val_mean_squared_error: 2687.0454
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 39.4487 - mean_squared_error: 39.4487 - val_loss: 2565.7361 - val_mean_squared_error: 2565.7361
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 43.7344 - mean_squared_error: 43.7344 - val_loss: 2653.6887 - val_mean_squared_error: 2653.6887
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 41.6372 - mean_squared_error: 41.6372 - val_loss: 2668.2554 - val_mean_squared_error: 2668.2554
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 38.3170 - mean_squared_error: 38.3170 - val_loss: 2667.6550 - val_mean_squared_error: 2667.6550
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 38.9190 - mean_squared_error: 38.9190 - val_loss: 2614.2952 - val_mean_squared_error: 2614.2952
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 37.8848 - mean_squared_error: 37.8848 - val_loss: 2500.5613 - val_mean_squared_error: 2500.5613
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 49.6396 - mean_squared_error: 49.6396 - val_loss: 2527.2800 - val_mean_squared_error: 2527.2800
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 42.2630 - mean_squared_error: 42.2630 - val_loss: 2542.6892 - val_mean_squared_error: 2542.6892
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 41.2200 - mean_squared_error: 41.2200 - val_loss: 2486.1106 - val_mean_squared_error: 2486.1106
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 41.3342 - mean_squared_error: 41.3342 - val_loss: 2344.7104 - val_mean_squared_error: 2344.7104
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 41.9728 - mean_squared_error: 41.9728 - val_loss: 2384.9590 - val_mean_squared_error: 2384.9590
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 43.4222 - mean_squared_error: 43.4222 - val_loss: 2270.6060 - val_mean_squared_error: 2270.6060
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 41.8599 - mean_squared_error: 41.8599 - val_loss: 2352.4858 - val_mean_squared_error: 2352.4858
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 44.3540 - mean_squared_error: 44.3540 - val_loss: 2357.5371 - val_mean_squared_error: 2357.5371
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 45.6500 - mean_squared_error: 45.6500 - val_loss: 2192.6436 - val_mean_squared_error: 2192.6433
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 39.0576 - mean_squared_error: 39.0576 - val_loss: 2286.0137 - val_mean_squared_error: 2286.0137
2022-12-09 11:16:31.492117: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 11:16:32.109732: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2419.9170 - mean_squared_error: 2419.9170
2022-12-09 11:16:37.254041: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2419.9170 - mean_squared_error: 2419.9170 - val_loss: 1079.9658 - val_mean_squared_error: 1079.9658
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 134.1038 - mean_squared_error: 134.1038 - val_loss: 1247.6821 - val_mean_squared_error: 1247.6821
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 92.7407 - mean_squared_error: 92.7407 - val_loss: 2013.8033 - val_mean_squared_error: 2013.8033
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 75.7374 - mean_squared_error: 75.7374 - val_loss: 2382.6409 - val_mean_squared_error: 2382.6409
Epoch 5/25
81/81 [==============================] - 1s 8ms/step - loss: 63.0869 - mean_squared_error: 63.0869 - val_loss: 2584.2397 - val_mean_squared_error: 2584.2397
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 55.1131 - mean_squared_error: 55.1131 - val_loss: 2505.6028 - val_mean_squared_error: 2505.6028
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 47.6665 - mean_squared_error: 47.6665 - val_loss: 2418.2725 - val_mean_squared_error: 2418.2725
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 41.5295 - mean_squared_error: 41.5295 - val_loss: 2331.8550 - val_mean_squared_error: 2331.8550
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 37.6468 - mean_squared_error: 37.6468 - val_loss: 2441.2913 - val_mean_squared_error: 2441.2913
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 43.9632 - mean_squared_error: 43.9632 - val_loss: 2276.7676 - val_mean_squared_error: 2276.7676
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 41.2846 - mean_squared_error: 41.2846 - val_loss: 2177.7832 - val_mean_squared_error: 2177.7832
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 45.8528 - mean_squared_error: 45.8528 - val_loss: 2115.4880 - val_mean_squared_error: 2115.4880
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 42.0024 - mean_squared_error: 42.0024 - val_loss: 2106.7356 - val_mean_squared_error: 2106.7356
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 38.7526 - mean_squared_error: 38.7526 - val_loss: 2108.1230 - val_mean_squared_error: 2108.1230
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 38.7877 - mean_squared_error: 38.7877 - val_loss: 2058.2012 - val_mean_squared_error: 2058.2012
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 34.9455 - mean_squared_error: 34.9455 - val_loss: 2009.9128 - val_mean_squared_error: 2009.9128
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 43.2174 - mean_squared_error: 43.2174 - val_loss: 2037.4753 - val_mean_squared_error: 2037.4753
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 35.0285 - mean_squared_error: 35.0285 - val_loss: 1970.3446 - val_mean_squared_error: 1970.3446
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 38.4010 - mean_squared_error: 38.4010 - val_loss: 2125.3152 - val_mean_squared_error: 2125.3152
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 35.7670 - mean_squared_error: 35.7670 - val_loss: 1813.5928 - val_mean_squared_error: 1813.5928
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 36.2835 - mean_squared_error: 36.2835 - val_loss: 2038.0135 - val_mean_squared_error: 2038.0135
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 35.4848 - mean_squared_error: 35.4848 - val_loss: 1988.9543 - val_mean_squared_error: 1988.9543
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 40.1489 - mean_squared_error: 40.1489 - val_loss: 1826.6047 - val_mean_squared_error: 1826.6047
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 33.8775 - mean_squared_error: 33.8775 - val_loss: 2073.4460 - val_mean_squared_error: 2073.4460
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 36.3163 - mean_squared_error: 36.3163 - val_loss: 1789.3698 - val_mean_squared_error: 1789.3698
2022-12-09 11:16:55.468304: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
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 ...
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 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:16:56.052119: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2457.6902 - mean_squared_error: 2457.6902
2022-12-09 11:17:01.266950: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2457.6902 - mean_squared_error: 2457.6902 - val_loss: 996.9927 - val_mean_squared_error: 996.9927
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 112.3167 - mean_squared_error: 112.3167 - val_loss: 1059.0358 - val_mean_squared_error: 1059.0358
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 63.9725 - mean_squared_error: 63.9725 - val_loss: 1840.5883 - val_mean_squared_error: 1840.5883
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 53.8461 - mean_squared_error: 53.8461 - val_loss: 2359.7739 - val_mean_squared_error: 2359.7739
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 58.6302 - mean_squared_error: 58.6302 - val_loss: 2643.2280 - val_mean_squared_error: 2643.2280
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 41.2697 - mean_squared_error: 41.2697 - val_loss: 2460.2070 - val_mean_squared_error: 2460.2070
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 38.2635 - mean_squared_error: 38.2635 - val_loss: 2418.8264 - val_mean_squared_error: 2418.8264
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 37.3065 - mean_squared_error: 37.3065 - val_loss: 2378.7458 - val_mean_squared_error: 2378.7458
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 36.6060 - mean_squared_error: 36.6060 - val_loss: 2289.9060 - val_mean_squared_error: 2289.9060
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 42.2100 - mean_squared_error: 42.2100 - val_loss: 2219.7246 - val_mean_squared_error: 2219.7246
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 41.7933 - mean_squared_error: 41.7933 - val_loss: 2227.2522 - val_mean_squared_error: 2227.2522
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 36.2654 - mean_squared_error: 36.2654 - val_loss: 2086.4814 - val_mean_squared_error: 2086.4814
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 34.6300 - mean_squared_error: 34.6300 - val_loss: 2162.0139 - val_mean_squared_error: 2162.0139
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 35.0659 - mean_squared_error: 35.0659 - val_loss: 2221.8030 - val_mean_squared_error: 2221.8030
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 42.5423 - mean_squared_error: 42.5423 - val_loss: 2160.8931 - val_mean_squared_error: 2160.8931
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 39.3350 - mean_squared_error: 39.3350 - val_loss: 2172.9861 - val_mean_squared_error: 2172.9861
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 39.4999 - mean_squared_error: 39.4999 - val_loss: 2077.6213 - val_mean_squared_error: 2077.6213
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 41.9266 - mean_squared_error: 41.9266 - val_loss: 1898.3062 - val_mean_squared_error: 1898.3062
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 38.1363 - mean_squared_error: 38.1363 - val_loss: 2055.1025 - val_mean_squared_error: 2055.1025
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 37.9411 - mean_squared_error: 37.9411 - val_loss: 2073.8953 - val_mean_squared_error: 2073.8953
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 33.9281 - mean_squared_error: 33.9281 - val_loss: 1995.2074 - val_mean_squared_error: 1995.2074
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 34.4266 - mean_squared_error: 34.4266 - val_loss: 2101.4607 - val_mean_squared_error: 2101.4607
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 38.7162 - mean_squared_error: 38.7162 - val_loss: 1948.7915 - val_mean_squared_error: 1948.7913
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 34.1428 - mean_squared_error: 34.1428 - val_loss: 1868.4713 - val_mean_squared_error: 1868.4713
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 31.1496 - mean_squared_error: 31.1496 - val_loss: 1950.3861 - val_mean_squared_error: 1950.3861
2022-12-09 11:17:19.422001: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 11:17:19.974762: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2454.8738 - mean_squared_error: 2454.8738
2022-12-09 11:17:25.189189: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2454.8738 - mean_squared_error: 2454.8738 - val_loss: 1148.1957 - val_mean_squared_error: 1148.1957
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 132.6841 - mean_squared_error: 132.6841 - val_loss: 1279.4985 - val_mean_squared_error: 1279.4985
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 73.6981 - mean_squared_error: 73.6981 - val_loss: 2047.6370 - val_mean_squared_error: 2047.6370
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 60.0234 - mean_squared_error: 60.0234 - val_loss: 2645.6221 - val_mean_squared_error: 2645.6221
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 46.9701 - mean_squared_error: 46.9701 - val_loss: 2707.0632 - val_mean_squared_error: 2707.0632
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 46.1433 - mean_squared_error: 46.1433 - val_loss: 2790.3904 - val_mean_squared_error: 2790.3904
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 46.6952 - mean_squared_error: 46.6952 - val_loss: 2810.9282 - val_mean_squared_error: 2810.9282
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 48.3878 - mean_squared_error: 48.3878 - val_loss: 2782.3638 - val_mean_squared_error: 2782.3638
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 42.7279 - mean_squared_error: 42.7279 - val_loss: 2804.0879 - val_mean_squared_error: 2804.0879
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 43.1540 - mean_squared_error: 43.1540 - val_loss: 2765.1133 - val_mean_squared_error: 2765.1133
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 46.8414 - mean_squared_error: 46.8414 - val_loss: 2683.4849 - val_mean_squared_error: 2683.4849
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 50.2767 - mean_squared_error: 50.2767 - val_loss: 2790.2622 - val_mean_squared_error: 2790.2622
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 47.0209 - mean_squared_error: 47.0209 - val_loss: 2622.3044 - val_mean_squared_error: 2622.3044
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 46.6057 - mean_squared_error: 46.6057 - val_loss: 2589.8445 - val_mean_squared_error: 2589.8445
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 45.1856 - mean_squared_error: 45.1856 - val_loss: 2505.6963 - val_mean_squared_error: 2505.6963
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0061 - mean_squared_error: 37.0061 - val_loss: 2548.9788 - val_mean_squared_error: 2548.9788
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 48.4516 - mean_squared_error: 48.4516 - val_loss: 2567.8374 - val_mean_squared_error: 2567.8374
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 37.5279 - mean_squared_error: 37.5279 - val_loss: 2535.2864 - val_mean_squared_error: 2535.2861
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 40.5267 - mean_squared_error: 40.5267 - val_loss: 2506.4980 - val_mean_squared_error: 2506.4978
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 49.5357 - mean_squared_error: 49.5357 - val_loss: 2562.7451 - val_mean_squared_error: 2562.7451
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 46.3297 - mean_squared_error: 46.3297 - val_loss: 2379.6138 - val_mean_squared_error: 2379.6138
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 45.1336 - mean_squared_error: 45.1336 - val_loss: 2380.0444 - val_mean_squared_error: 2380.0444
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 41.6351 - mean_squared_error: 41.6351 - val_loss: 2409.4014 - val_mean_squared_error: 2409.4014
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 43.5303 - mean_squared_error: 43.5303 - val_loss: 2348.5371 - val_mean_squared_error: 2348.5371
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 39.3641 - mean_squared_error: 39.3641 - val_loss: 2159.5505 - val_mean_squared_error: 2159.5505
2022-12-09 11:17:43.272655: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 11:17:43.853156: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2351.7349 - mean_squared_error: 2351.7349
2022-12-09 11:17:49.005017: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2351.7349 - mean_squared_error: 2351.7349 - val_loss: 861.3082 - val_mean_squared_error: 861.3081
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 111.8573 - mean_squared_error: 111.8573 - val_loss: 1148.4281 - val_mean_squared_error: 1148.4281
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 65.2935 - mean_squared_error: 65.2935 - val_loss: 1978.1630 - val_mean_squared_error: 1978.1630
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 50.9309 - mean_squared_error: 50.9309 - val_loss: 2231.2109 - val_mean_squared_error: 2231.2109
Epoch 5/25
81/81 [==============================] - 1s 12ms/step - loss: 46.7348 - mean_squared_error: 46.7348 - val_loss: 2560.9883 - val_mean_squared_error: 2560.9883
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 47.9060 - mean_squared_error: 47.9060 - val_loss: 2594.0056 - val_mean_squared_error: 2594.0056
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 43.4223 - mean_squared_error: 43.4223 - val_loss: 2565.2356 - val_mean_squared_error: 2565.2356
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 42.2929 - mean_squared_error: 42.2929 - val_loss: 2638.7290 - val_mean_squared_error: 2638.7290
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 45.0724 - mean_squared_error: 45.0724 - val_loss: 2608.2029 - val_mean_squared_error: 2608.2029
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 46.0257 - mean_squared_error: 46.0257 - val_loss: 2485.3816 - val_mean_squared_error: 2485.3816
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 42.8734 - mean_squared_error: 42.8734 - val_loss: 2436.0452 - val_mean_squared_error: 2436.0452
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 35.2126 - mean_squared_error: 35.2126 - val_loss: 2547.4583 - val_mean_squared_error: 2547.4583
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 37.8036 - mean_squared_error: 37.8036 - val_loss: 2415.8933 - val_mean_squared_error: 2415.8931
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 40.0737 - mean_squared_error: 40.0737 - val_loss: 2458.4202 - val_mean_squared_error: 2458.4202
Epoch 15/25
81/81 [==============================] - 1s 10ms/step - loss: 47.0709 - mean_squared_error: 47.0709 - val_loss: 2353.4016 - val_mean_squared_error: 2353.4016
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 42.1912 - mean_squared_error: 42.1912 - val_loss: 2303.4609 - val_mean_squared_error: 2303.4609
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 49.0770 - mean_squared_error: 49.0770 - val_loss: 2181.4539 - val_mean_squared_error: 2181.4539
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 46.8535 - mean_squared_error: 46.8535 - val_loss: 2224.1780 - val_mean_squared_error: 2224.1780
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 41.5744 - mean_squared_error: 41.5744 - val_loss: 2211.6299 - val_mean_squared_error: 2211.6299
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 46.1306 - mean_squared_error: 46.1306 - val_loss: 2309.3840 - val_mean_squared_error: 2309.3840
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 52.4956 - mean_squared_error: 52.4956 - val_loss: 2150.9292 - val_mean_squared_error: 2150.9292
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 42.6633 - mean_squared_error: 42.6633 - val_loss: 2125.7390 - val_mean_squared_error: 2125.7390
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 40.7484 - mean_squared_error: 40.7484 - val_loss: 2220.4668 - val_mean_squared_error: 2220.4668
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 37.7339 - mean_squared_error: 37.7339 - val_loss: 2036.9318 - val_mean_squared_error: 2036.9318
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 36.9545 - mean_squared_error: 36.9545 - val_loss: 2098.4072 - val_mean_squared_error: 2098.4072
2022-12-09 11:18:07.494245: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0005538235393685435
Generation:  5
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 11:18:08.075091: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2374.3315 - mean_squared_error: 2374.3315
2022-12-09 11:18:13.293953: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2374.3315 - mean_squared_error: 2374.3315 - val_loss: 981.2742 - val_mean_squared_error: 981.2742
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 131.1380 - mean_squared_error: 131.1380 - val_loss: 1402.2897 - val_mean_squared_error: 1402.2897
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 92.9208 - mean_squared_error: 92.9208 - val_loss: 2317.9949 - val_mean_squared_error: 2317.9949
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 77.4521 - mean_squared_error: 77.4521 - val_loss: 2719.6992 - val_mean_squared_error: 2719.6992
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 64.4739 - mean_squared_error: 64.4739 - val_loss: 2750.5701 - val_mean_squared_error: 2750.5701
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 60.4397 - mean_squared_error: 60.4397 - val_loss: 2824.2881 - val_mean_squared_error: 2824.2881
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 57.1095 - mean_squared_error: 57.1095 - val_loss: 2786.1931 - val_mean_squared_error: 2786.1931
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 45.9465 - mean_squared_error: 45.9465 - val_loss: 2826.2305 - val_mean_squared_error: 2826.2305
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 42.6744 - mean_squared_error: 42.6744 - val_loss: 2751.2932 - val_mean_squared_error: 2751.2932
Epoch 10/25
81/81 [==============================] - 1s 11ms/step - loss: 44.3230 - mean_squared_error: 44.3230 - val_loss: 2694.7488 - val_mean_squared_error: 2694.7488
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 45.3631 - mean_squared_error: 45.3631 - val_loss: 2579.6736 - val_mean_squared_error: 2579.6736
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 40.8205 - mean_squared_error: 40.8205 - val_loss: 2639.4231 - val_mean_squared_error: 2639.4229
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 36.8635 - mean_squared_error: 36.8635 - val_loss: 2533.7874 - val_mean_squared_error: 2533.7874
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 36.5252 - mean_squared_error: 36.5252 - val_loss: 2604.6443 - val_mean_squared_error: 2604.6443
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 40.2751 - mean_squared_error: 40.2751 - val_loss: 2421.7583 - val_mean_squared_error: 2421.7583
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 33.5736 - mean_squared_error: 33.5736 - val_loss: 2523.6543 - val_mean_squared_error: 2523.6543
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 35.9297 - mean_squared_error: 35.9297 - val_loss: 2533.5767 - val_mean_squared_error: 2533.5767
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 40.3600 - mean_squared_error: 40.3600 - val_loss: 2501.4692 - val_mean_squared_error: 2501.4692
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 37.8924 - mean_squared_error: 37.8924 - val_loss: 2517.3525 - val_mean_squared_error: 2517.3525
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 39.2865 - mean_squared_error: 39.2865 - val_loss: 2390.6064 - val_mean_squared_error: 2390.6064
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 47.1637 - mean_squared_error: 47.1637 - val_loss: 2451.4946 - val_mean_squared_error: 2451.4946
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 40.6047 - mean_squared_error: 40.6047 - val_loss: 2413.9214 - val_mean_squared_error: 2413.9214
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 33.5948 - mean_squared_error: 33.5948 - val_loss: 2509.6348 - val_mean_squared_error: 2509.6348
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 37.7173 - mean_squared_error: 37.7173 - val_loss: 2369.6140 - val_mean_squared_error: 2369.6140
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 44.4030 - mean_squared_error: 44.4030 - val_loss: 2320.7236 - val_mean_squared_error: 2320.7236
2022-12-09 11:18:31.684989: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:18:32.355446: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2406.8545 - mean_squared_error: 2406.8545
2022-12-09 11:18:37.583255: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2406.8545 - mean_squared_error: 2406.8545 - val_loss: 932.6856 - val_mean_squared_error: 932.6856
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 109.1858 - mean_squared_error: 109.1858 - val_loss: 1080.9309 - val_mean_squared_error: 1080.9309
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 63.7212 - mean_squared_error: 63.7212 - val_loss: 2003.8092 - val_mean_squared_error: 2003.8092
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 58.7956 - mean_squared_error: 58.7956 - val_loss: 2594.0996 - val_mean_squared_error: 2594.0996
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 48.8900 - mean_squared_error: 48.8900 - val_loss: 2568.5115 - val_mean_squared_error: 2568.5112
Epoch 6/25
81/81 [==============================] - 1s 12ms/step - loss: 48.7564 - mean_squared_error: 48.7564 - val_loss: 2624.5659 - val_mean_squared_error: 2624.5659
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 47.8099 - mean_squared_error: 47.8099 - val_loss: 2510.2444 - val_mean_squared_error: 2510.2444
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 39.7483 - mean_squared_error: 39.7483 - val_loss: 2611.3286 - val_mean_squared_error: 2611.3286
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 44.6043 - mean_squared_error: 44.6043 - val_loss: 2433.7581 - val_mean_squared_error: 2433.7581
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 41.3890 - mean_squared_error: 41.3890 - val_loss: 2496.8867 - val_mean_squared_error: 2496.8867
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 36.9934 - mean_squared_error: 36.9934 - val_loss: 2487.8271 - val_mean_squared_error: 2487.8271
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 38.9147 - mean_squared_error: 38.9147 - val_loss: 2547.0962 - val_mean_squared_error: 2547.0962
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 34.2975 - mean_squared_error: 34.2975 - val_loss: 2373.2197 - val_mean_squared_error: 2373.2197
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0579 - mean_squared_error: 37.0579 - val_loss: 2344.3210 - val_mean_squared_error: 2344.3210
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 39.9354 - mean_squared_error: 39.9354 - val_loss: 2392.9434 - val_mean_squared_error: 2392.9434
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 45.5612 - mean_squared_error: 45.5612 - val_loss: 2313.5740 - val_mean_squared_error: 2313.5740
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 38.4655 - mean_squared_error: 38.4655 - val_loss: 2384.0027 - val_mean_squared_error: 2384.0027
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 34.7635 - mean_squared_error: 34.7635 - val_loss: 2270.5237 - val_mean_squared_error: 2270.5237
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 35.3671 - mean_squared_error: 35.3671 - val_loss: 2389.3369 - val_mean_squared_error: 2389.3369
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 35.5679 - mean_squared_error: 35.5679 - val_loss: 2422.8027 - val_mean_squared_error: 2422.8027
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 39.3637 - mean_squared_error: 39.3637 - val_loss: 2344.9858 - val_mean_squared_error: 2344.9858
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 34.2518 - mean_squared_error: 34.2518 - val_loss: 2323.9197 - val_mean_squared_error: 2323.9197
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 43.4173 - mean_squared_error: 43.4173 - val_loss: 2313.3462 - val_mean_squared_error: 2313.3462
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 40.0938 - mean_squared_error: 40.0938 - val_loss: 2092.0657 - val_mean_squared_error: 2092.0657
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 41.1780 - mean_squared_error: 41.1780 - val_loss: 2116.0425 - val_mean_squared_error: 2116.0425
2022-12-09 11:18:55.854194: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 11:18:56.536959: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2330.8152 - mean_squared_error: 2330.8152
2022-12-09 11:19:01.705655: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2330.8152 - mean_squared_error: 2330.8152 - val_loss: 836.7331 - val_mean_squared_error: 836.7330
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 117.7539 - mean_squared_error: 117.7539 - val_loss: 1076.6506 - val_mean_squared_error: 1076.6506
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 62.8557 - mean_squared_error: 62.8557 - val_loss: 1601.2137 - val_mean_squared_error: 1601.2137
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 52.3757 - mean_squared_error: 52.3757 - val_loss: 2205.1497 - val_mean_squared_error: 2205.1494
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 51.1260 - mean_squared_error: 51.1260 - val_loss: 2259.5251 - val_mean_squared_error: 2259.5249
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 44.4986 - mean_squared_error: 44.4986 - val_loss: 2235.5327 - val_mean_squared_error: 2235.5327
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 46.6299 - mean_squared_error: 46.6299 - val_loss: 2205.8279 - val_mean_squared_error: 2205.8279
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 44.7698 - mean_squared_error: 44.7698 - val_loss: 2408.4365 - val_mean_squared_error: 2408.4365
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 41.8336 - mean_squared_error: 41.8336 - val_loss: 2130.8645 - val_mean_squared_error: 2130.8643
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 40.4781 - mean_squared_error: 40.4781 - val_loss: 2082.8599 - val_mean_squared_error: 2082.8599
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 46.2219 - mean_squared_error: 46.2219 - val_loss: 2151.2502 - val_mean_squared_error: 2151.2502
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 42.0564 - mean_squared_error: 42.0564 - val_loss: 2219.8013 - val_mean_squared_error: 2219.8010
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 46.5938 - mean_squared_error: 46.5938 - val_loss: 2191.5830 - val_mean_squared_error: 2191.5830
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 44.7043 - mean_squared_error: 44.7043 - val_loss: 2178.6233 - val_mean_squared_error: 2178.6233
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 47.1341 - mean_squared_error: 47.1341 - val_loss: 2162.8301 - val_mean_squared_error: 2162.8301
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 38.6836 - mean_squared_error: 38.6836 - val_loss: 2101.2041 - val_mean_squared_error: 2101.2041
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 42.9017 - mean_squared_error: 42.9017 - val_loss: 1975.0819 - val_mean_squared_error: 1975.0819
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 36.3739 - mean_squared_error: 36.3739 - val_loss: 1968.8875 - val_mean_squared_error: 1968.8875
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 44.3786 - mean_squared_error: 44.3786 - val_loss: 1959.6975 - val_mean_squared_error: 1959.6975
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0959 - mean_squared_error: 38.0959 - val_loss: 1961.7003 - val_mean_squared_error: 1961.7003
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 37.6128 - mean_squared_error: 37.6128 - val_loss: 1965.2664 - val_mean_squared_error: 1965.2664
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 41.3531 - mean_squared_error: 41.3531 - val_loss: 1788.4689 - val_mean_squared_error: 1788.4689
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 45.2345 - mean_squared_error: 45.2345 - val_loss: 1744.2942 - val_mean_squared_error: 1744.2942
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 45.6643 - mean_squared_error: 45.6643 - val_loss: 1849.0457 - val_mean_squared_error: 1849.0457
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0089 - mean_squared_error: 38.0089 - val_loss: 1762.7539 - val_mean_squared_error: 1762.7539
2022-12-09 11:19:19.778045: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 11:19:20.343318: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2385.9004 - mean_squared_error: 2385.9004
2022-12-09 11:19:25.596714: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2385.9004 - mean_squared_error: 2385.9004 - val_loss: 1082.6681 - val_mean_squared_error: 1082.6681
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 128.8695 - mean_squared_error: 128.8695 - val_loss: 1206.5190 - val_mean_squared_error: 1206.5190
Epoch 3/25
81/81 [==============================] - 1s 9ms/step - loss: 63.3191 - mean_squared_error: 63.3191 - val_loss: 1814.6835 - val_mean_squared_error: 1814.6835
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 52.7891 - mean_squared_error: 52.7891 - val_loss: 2400.6633 - val_mean_squared_error: 2400.6633
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 45.3784 - mean_squared_error: 45.3784 - val_loss: 2469.8062 - val_mean_squared_error: 2469.8062
Epoch 6/25
81/81 [==============================] - 1s 12ms/step - loss: 46.6439 - mean_squared_error: 46.6439 - val_loss: 2597.1526 - val_mean_squared_error: 2597.1526
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 43.6628 - mean_squared_error: 43.6628 - val_loss: 2621.0237 - val_mean_squared_error: 2621.0237
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 45.6061 - mean_squared_error: 45.6061 - val_loss: 2660.4893 - val_mean_squared_error: 2660.4893
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 45.4344 - mean_squared_error: 45.4344 - val_loss: 2599.1606 - val_mean_squared_error: 2599.1604
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 53.5429 - mean_squared_error: 53.5429 - val_loss: 2520.2112 - val_mean_squared_error: 2520.2112
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 36.9006 - mean_squared_error: 36.9006 - val_loss: 2529.8965 - val_mean_squared_error: 2529.8965
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 44.2191 - mean_squared_error: 44.2191 - val_loss: 2537.5701 - val_mean_squared_error: 2537.5701
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 39.3240 - mean_squared_error: 39.3240 - val_loss: 2426.5769 - val_mean_squared_error: 2426.5769
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 40.1041 - mean_squared_error: 40.1041 - val_loss: 2492.7002 - val_mean_squared_error: 2492.7002
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 41.2141 - mean_squared_error: 41.2141 - val_loss: 2353.9114 - val_mean_squared_error: 2353.9114
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 40.4697 - mean_squared_error: 40.4697 - val_loss: 2338.1804 - val_mean_squared_error: 2338.1804
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 39.5815 - mean_squared_error: 39.5815 - val_loss: 2371.7800 - val_mean_squared_error: 2371.7800
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 38.3353 - mean_squared_error: 38.3353 - val_loss: 2300.9805 - val_mean_squared_error: 2300.9805
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 39.0150 - mean_squared_error: 39.0150 - val_loss: 2298.2441 - val_mean_squared_error: 2298.2441
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 44.6336 - mean_squared_error: 44.6336 - val_loss: 2374.3403 - val_mean_squared_error: 2374.3403
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 42.9616 - mean_squared_error: 42.9616 - val_loss: 2027.4264 - val_mean_squared_error: 2027.4264
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 43.0181 - mean_squared_error: 43.0181 - val_loss: 2179.2876 - val_mean_squared_error: 2179.2876
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 41.1838 - mean_squared_error: 41.1838 - val_loss: 2316.2183 - val_mean_squared_error: 2316.2183
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 38.2192 - mean_squared_error: 38.2192 - val_loss: 2309.7395 - val_mean_squared_error: 2309.7395
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 40.3319 - mean_squared_error: 40.3319 - val_loss: 2131.6541 - val_mean_squared_error: 2131.6541
2022-12-09 11:19:43.661685: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 11:19:44.229298: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2409.3013 - mean_squared_error: 2409.3013
2022-12-09 11:19:48.860142: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 5s 49ms/step - loss: 2409.3013 - mean_squared_error: 2409.3013 - val_loss: 858.7640 - val_mean_squared_error: 858.7640
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 133.0656 - mean_squared_error: 133.0656 - val_loss: 1186.1973 - val_mean_squared_error: 1186.1973
Epoch 3/25
81/81 [==============================] - 1s 9ms/step - loss: 97.7446 - mean_squared_error: 97.7446 - val_loss: 2033.3180 - val_mean_squared_error: 2033.3180
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 76.7249 - mean_squared_error: 76.7249 - val_loss: 2642.8232 - val_mean_squared_error: 2642.8232
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 67.1545 - mean_squared_error: 67.1545 - val_loss: 2701.5156 - val_mean_squared_error: 2701.5156
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 59.9034 - mean_squared_error: 59.9034 - val_loss: 2682.6707 - val_mean_squared_error: 2682.6707
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 51.4690 - mean_squared_error: 51.4690 - val_loss: 2629.4453 - val_mean_squared_error: 2629.4453
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 45.5205 - mean_squared_error: 45.5205 - val_loss: 2671.4558 - val_mean_squared_error: 2671.4558
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 42.7509 - mean_squared_error: 42.7509 - val_loss: 2629.8091 - val_mean_squared_error: 2629.8091
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 47.4157 - mean_squared_error: 47.4157 - val_loss: 2609.8755 - val_mean_squared_error: 2609.8755
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 42.0047 - mean_squared_error: 42.0047 - val_loss: 2577.3384 - val_mean_squared_error: 2577.3384
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 43.4538 - mean_squared_error: 43.4538 - val_loss: 2561.9861 - val_mean_squared_error: 2561.9858
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 42.2164 - mean_squared_error: 42.2164 - val_loss: 2573.6152 - val_mean_squared_error: 2573.6152
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 30.4564 - mean_squared_error: 30.4564 - val_loss: 2497.5559 - val_mean_squared_error: 2497.5559
Epoch 15/25
81/81 [==============================] - 1s 10ms/step - loss: 33.4520 - mean_squared_error: 33.4520 - val_loss: 2419.6533 - val_mean_squared_error: 2419.6533
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 41.0368 - mean_squared_error: 41.0368 - val_loss: 2457.1067 - val_mean_squared_error: 2457.1067
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 38.1821 - mean_squared_error: 38.1821 - val_loss: 2484.5112 - val_mean_squared_error: 2484.5112
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 41.9054 - mean_squared_error: 41.9054 - val_loss: 2395.5959 - val_mean_squared_error: 2395.5959
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0667 - mean_squared_error: 38.0667 - val_loss: 2430.2998 - val_mean_squared_error: 2430.2998
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 44.8590 - mean_squared_error: 44.8590 - val_loss: 2456.6174 - val_mean_squared_error: 2456.6174
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 45.7987 - mean_squared_error: 45.7987 - val_loss: 2417.0635 - val_mean_squared_error: 2417.0635
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 38.0969 - mean_squared_error: 38.0969 - val_loss: 2429.5173 - val_mean_squared_error: 2429.5173
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 33.7913 - mean_squared_error: 33.7913 - val_loss: 2363.2534 - val_mean_squared_error: 2363.2534
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 37.7308 - mean_squared_error: 37.7308 - val_loss: 2313.8079 - val_mean_squared_error: 2313.8079
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 43.7441 - mean_squared_error: 43.7441 - val_loss: 2374.3306 - val_mean_squared_error: 2374.3306
2022-12-09 11:20:07.265574: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0005617738251373002
Generation:  6
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 11:20:07.882069: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2367.2285 - mean_squared_error: 2367.2285
2022-12-09 11:20:13.192753: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2367.2285 - mean_squared_error: 2367.2285 - val_loss: 989.0664 - val_mean_squared_error: 989.0664
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 116.9294 - mean_squared_error: 116.9294 - val_loss: 1108.0171 - val_mean_squared_error: 1108.0171
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 59.0890 - mean_squared_error: 59.0890 - val_loss: 1584.8984 - val_mean_squared_error: 1584.8984
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 51.7876 - mean_squared_error: 51.7876 - val_loss: 2125.5574 - val_mean_squared_error: 2125.5574
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 45.1400 - mean_squared_error: 45.1400 - val_loss: 2350.6018 - val_mean_squared_error: 2350.6018
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 41.9855 - mean_squared_error: 41.9855 - val_loss: 2503.3901 - val_mean_squared_error: 2503.3901
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 46.9920 - mean_squared_error: 46.9920 - val_loss: 2282.0605 - val_mean_squared_error: 2282.0605
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 45.1885 - mean_squared_error: 45.1885 - val_loss: 2476.7539 - val_mean_squared_error: 2476.7539
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 47.6209 - mean_squared_error: 47.6209 - val_loss: 2165.1697 - val_mean_squared_error: 2165.1697
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 44.5167 - mean_squared_error: 44.5167 - val_loss: 2114.3274 - val_mean_squared_error: 2114.3274
Epoch 11/25
81/81 [==============================] - 1s 11ms/step - loss: 43.5214 - mean_squared_error: 43.5214 - val_loss: 2251.9126 - val_mean_squared_error: 2251.9126
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 47.0893 - mean_squared_error: 47.0893 - val_loss: 2033.9044 - val_mean_squared_error: 2033.9044
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 39.1671 - mean_squared_error: 39.1671 - val_loss: 2077.6685 - val_mean_squared_error: 2077.6682
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 41.6530 - mean_squared_error: 41.6530 - val_loss: 2066.0627 - val_mean_squared_error: 2066.0627
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 42.5231 - mean_squared_error: 42.5231 - val_loss: 2057.7498 - val_mean_squared_error: 2057.7498
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 34.6586 - mean_squared_error: 34.6586 - val_loss: 1941.4753 - val_mean_squared_error: 1941.4753
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 39.8651 - mean_squared_error: 39.8651 - val_loss: 2041.1892 - val_mean_squared_error: 2041.1892
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 40.7919 - mean_squared_error: 40.7919 - val_loss: 1947.2461 - val_mean_squared_error: 1947.2461
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 43.8313 - mean_squared_error: 43.8313 - val_loss: 1916.1292 - val_mean_squared_error: 1916.1292
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 46.7191 - mean_squared_error: 46.7191 - val_loss: 1729.7334 - val_mean_squared_error: 1729.7334
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 41.8615 - mean_squared_error: 41.8615 - val_loss: 1853.0153 - val_mean_squared_error: 1853.0153
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 39.9014 - mean_squared_error: 39.9014 - val_loss: 1815.2854 - val_mean_squared_error: 1815.2854
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 44.1345 - mean_squared_error: 44.1345 - val_loss: 1669.3206 - val_mean_squared_error: 1669.3206
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 45.6767 - mean_squared_error: 45.6767 - val_loss: 1676.9741 - val_mean_squared_error: 1676.9741
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 38.3990 - mean_squared_error: 38.3990 - val_loss: 1776.8691 - val_mean_squared_error: 1776.8691
2022-12-09 11:20:31.364763: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:20:31.936357: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2351.6843 - mean_squared_error: 2351.6843
2022-12-09 11:20:37.259341: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2351.6843 - mean_squared_error: 2351.6843 - val_loss: 945.4009 - val_mean_squared_error: 945.4008
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 106.9720 - mean_squared_error: 106.9720 - val_loss: 1188.9321 - val_mean_squared_error: 1188.9321
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 67.4198 - mean_squared_error: 67.4198 - val_loss: 2119.9392 - val_mean_squared_error: 2119.9392
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 56.0332 - mean_squared_error: 56.0332 - val_loss: 2471.1157 - val_mean_squared_error: 2471.1157
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 49.0912 - mean_squared_error: 49.0912 - val_loss: 2611.2234 - val_mean_squared_error: 2611.2234
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 40.0460 - mean_squared_error: 40.0460 - val_loss: 2523.1555 - val_mean_squared_error: 2523.1555
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 46.5164 - mean_squared_error: 46.5164 - val_loss: 2521.0957 - val_mean_squared_error: 2521.0957
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 39.1604 - mean_squared_error: 39.1604 - val_loss: 2377.2615 - val_mean_squared_error: 2377.2615
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 41.6412 - mean_squared_error: 41.6412 - val_loss: 2510.1855 - val_mean_squared_error: 2510.1855
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 41.8038 - mean_squared_error: 41.8038 - val_loss: 2295.6904 - val_mean_squared_error: 2295.6904
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 41.9107 - mean_squared_error: 41.9107 - val_loss: 2335.5334 - val_mean_squared_error: 2335.5334
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 43.3442 - mean_squared_error: 43.3442 - val_loss: 2240.6333 - val_mean_squared_error: 2240.6333
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 35.2670 - mean_squared_error: 35.2670 - val_loss: 2076.1404 - val_mean_squared_error: 2076.1404
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 33.4228 - mean_squared_error: 33.4228 - val_loss: 2240.9509 - val_mean_squared_error: 2240.9509
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 34.7675 - mean_squared_error: 34.7675 - val_loss: 2099.6704 - val_mean_squared_error: 2099.6702
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 32.6447 - mean_squared_error: 32.6447 - val_loss: 2261.0471 - val_mean_squared_error: 2261.0471
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 33.7010 - mean_squared_error: 33.7010 - val_loss: 2121.7366 - val_mean_squared_error: 2121.7366
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 48.6936 - mean_squared_error: 48.6936 - val_loss: 2339.6382 - val_mean_squared_error: 2339.6382
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 38.2483 - mean_squared_error: 38.2483 - val_loss: 2114.3665 - val_mean_squared_error: 2114.3665
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 41.8280 - mean_squared_error: 41.8280 - val_loss: 2199.6821 - val_mean_squared_error: 2199.6821
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 38.2210 - mean_squared_error: 38.2210 - val_loss: 2061.7395 - val_mean_squared_error: 2061.7395
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 36.7321 - mean_squared_error: 36.7321 - val_loss: 2062.0420 - val_mean_squared_error: 2062.0420
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 39.5840 - mean_squared_error: 39.5840 - val_loss: 1981.3031 - val_mean_squared_error: 1981.3031
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 40.4144 - mean_squared_error: 40.4144 - val_loss: 1954.4784 - val_mean_squared_error: 1954.4784
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 39.1213 - mean_squared_error: 39.1213 - val_loss: 1928.8756 - val_mean_squared_error: 1928.8756
2022-12-09 11:20:55.543140: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 11:20:56.162621: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2444.3713 - mean_squared_error: 2444.3713
2022-12-09 11:21:01.520548: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2444.3713 - mean_squared_error: 2444.3713 - val_loss: 1217.0800 - val_mean_squared_error: 1217.0800
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 136.9046 - mean_squared_error: 136.9046 - val_loss: 1132.9902 - val_mean_squared_error: 1132.9901
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 59.7892 - mean_squared_error: 59.7892 - val_loss: 1841.2574 - val_mean_squared_error: 1841.2574
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 49.3402 - mean_squared_error: 49.3402 - val_loss: 2173.6279 - val_mean_squared_error: 2173.6279
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 51.1407 - mean_squared_error: 51.1407 - val_loss: 2360.8530 - val_mean_squared_error: 2360.8530
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 43.0546 - mean_squared_error: 43.0546 - val_loss: 2376.2214 - val_mean_squared_error: 2376.2214
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 45.3862 - mean_squared_error: 45.3862 - val_loss: 2460.1821 - val_mean_squared_error: 2460.1821
Epoch 8/25
81/81 [==============================] - 1s 11ms/step - loss: 44.0947 - mean_squared_error: 44.0947 - val_loss: 2614.9170 - val_mean_squared_error: 2614.9170
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 46.7092 - mean_squared_error: 46.7092 - val_loss: 2558.6946 - val_mean_squared_error: 2558.6946
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 46.9848 - mean_squared_error: 46.9848 - val_loss: 2389.1133 - val_mean_squared_error: 2389.1133
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 45.1175 - mean_squared_error: 45.1175 - val_loss: 2532.7207 - val_mean_squared_error: 2532.7207
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 43.6948 - mean_squared_error: 43.6948 - val_loss: 2488.0471 - val_mean_squared_error: 2488.0469
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 40.1531 - mean_squared_error: 40.1531 - val_loss: 2452.9563 - val_mean_squared_error: 2452.9563
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 42.7441 - mean_squared_error: 42.7441 - val_loss: 2450.8896 - val_mean_squared_error: 2450.8896
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 37.1513 - mean_squared_error: 37.1513 - val_loss: 2328.0291 - val_mean_squared_error: 2328.0291
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 42.0763 - mean_squared_error: 42.0763 - val_loss: 2436.9204 - val_mean_squared_error: 2436.9204
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 41.8269 - mean_squared_error: 41.8269 - val_loss: 2495.8533 - val_mean_squared_error: 2495.8533
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 42.8615 - mean_squared_error: 42.8615 - val_loss: 2245.7966 - val_mean_squared_error: 2245.7966
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 37.1163 - mean_squared_error: 37.1163 - val_loss: 2326.8296 - val_mean_squared_error: 2326.8296
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 52.3395 - mean_squared_error: 52.3395 - val_loss: 2334.0857 - val_mean_squared_error: 2334.0857
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 35.0972 - mean_squared_error: 35.0972 - val_loss: 2223.4009 - val_mean_squared_error: 2223.4009
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 40.6880 - mean_squared_error: 40.6880 - val_loss: 2333.5088 - val_mean_squared_error: 2333.5088
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 37.9412 - mean_squared_error: 37.9412 - val_loss: 2211.0637 - val_mean_squared_error: 2211.0637
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 41.5333 - mean_squared_error: 41.5333 - val_loss: 2182.1143 - val_mean_squared_error: 2182.1143
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 42.4993 - mean_squared_error: 42.4993 - val_loss: 2207.3386 - val_mean_squared_error: 2207.3386
2022-12-09 11:21:19.956748: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 11:21:20.511405: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2411.3589 - mean_squared_error: 2411.3589
2022-12-09 11:21:25.862105: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2411.3589 - mean_squared_error: 2411.3589 - val_loss: 1389.4789 - val_mean_squared_error: 1389.4788
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 136.5466 - mean_squared_error: 136.5466 - val_loss: 1491.2322 - val_mean_squared_error: 1491.2322
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 87.7491 - mean_squared_error: 87.7491 - val_loss: 2287.0447 - val_mean_squared_error: 2287.0447
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 79.0234 - mean_squared_error: 79.0234 - val_loss: 2799.4497 - val_mean_squared_error: 2799.4497
Epoch 5/25
81/81 [==============================] - 1s 8ms/step - loss: 68.0509 - mean_squared_error: 68.0509 - val_loss: 2796.4326 - val_mean_squared_error: 2796.4326
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 57.6037 - mean_squared_error: 57.6037 - val_loss: 2794.6729 - val_mean_squared_error: 2794.6726
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 50.3027 - mean_squared_error: 50.3027 - val_loss: 2658.5369 - val_mean_squared_error: 2658.5369
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 43.6397 - mean_squared_error: 43.6397 - val_loss: 2657.2334 - val_mean_squared_error: 2657.2334
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 40.9036 - mean_squared_error: 40.9036 - val_loss: 2776.8079 - val_mean_squared_error: 2776.8079
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 47.8014 - mean_squared_error: 47.8014 - val_loss: 2641.7363 - val_mean_squared_error: 2641.7363
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 41.1944 - mean_squared_error: 41.1944 - val_loss: 2526.0344 - val_mean_squared_error: 2526.0344
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 41.4389 - mean_squared_error: 41.4389 - val_loss: 2680.6184 - val_mean_squared_error: 2680.6184
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 48.6683 - mean_squared_error: 48.6683 - val_loss: 2619.7090 - val_mean_squared_error: 2619.7090
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 38.6315 - mean_squared_error: 38.6315 - val_loss: 2452.8582 - val_mean_squared_error: 2452.8582
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 41.1011 - mean_squared_error: 41.1011 - val_loss: 2408.8091 - val_mean_squared_error: 2408.8091
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 38.9264 - mean_squared_error: 38.9264 - val_loss: 2362.7832 - val_mean_squared_error: 2362.7832
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 38.5482 - mean_squared_error: 38.5482 - val_loss: 2435.7097 - val_mean_squared_error: 2435.7097
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 36.5616 - mean_squared_error: 36.5616 - val_loss: 2413.9866 - val_mean_squared_error: 2413.9866
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 37.2373 - mean_squared_error: 37.2373 - val_loss: 2385.5439 - val_mean_squared_error: 2385.5439
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 40.1977 - mean_squared_error: 40.1977 - val_loss: 2237.3301 - val_mean_squared_error: 2237.3301
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0387 - mean_squared_error: 37.0387 - val_loss: 2360.6011 - val_mean_squared_error: 2360.6008
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 31.4034 - mean_squared_error: 31.4034 - val_loss: 2366.8030 - val_mean_squared_error: 2366.8030
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 44.6116 - mean_squared_error: 44.6116 - val_loss: 2479.1775 - val_mean_squared_error: 2479.1775
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 48.4602 - mean_squared_error: 48.4602 - val_loss: 2406.7925 - val_mean_squared_error: 2406.7925
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 35.7475 - mean_squared_error: 35.7475 - val_loss: 2341.6213 - val_mean_squared_error: 2341.6213
2022-12-09 11:21:44.025115: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 44)
(286, 44)
Epoch 1/25
2022-12-09 11:21:44.659474: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2421.3704 - mean_squared_error: 2421.3704
2022-12-09 11:21:49.914336: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2421.3704 - mean_squared_error: 2421.3704 - val_loss: 781.0659 - val_mean_squared_error: 781.0659
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 116.6083 - mean_squared_error: 116.6083 - val_loss: 986.5029 - val_mean_squared_error: 986.5029
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 55.2187 - mean_squared_error: 55.2187 - val_loss: 1903.1984 - val_mean_squared_error: 1903.1984
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 51.6977 - mean_squared_error: 51.6977 - val_loss: 2489.9258 - val_mean_squared_error: 2489.9258
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 53.3712 - mean_squared_error: 53.3712 - val_loss: 2696.2258 - val_mean_squared_error: 2696.2258
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 52.6025 - mean_squared_error: 52.6025 - val_loss: 2716.7485 - val_mean_squared_error: 2716.7485
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 45.9438 - mean_squared_error: 45.9438 - val_loss: 2758.8569 - val_mean_squared_error: 2758.8569
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 43.4687 - mean_squared_error: 43.4687 - val_loss: 2794.0867 - val_mean_squared_error: 2794.0867
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 40.7648 - mean_squared_error: 40.7648 - val_loss: 2792.6240 - val_mean_squared_error: 2792.6240
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 38.5980 - mean_squared_error: 38.5980 - val_loss: 2739.5037 - val_mean_squared_error: 2739.5034
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 36.5791 - mean_squared_error: 36.5791 - val_loss: 2660.9211 - val_mean_squared_error: 2660.9211
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 38.4749 - mean_squared_error: 38.4749 - val_loss: 2758.0378 - val_mean_squared_error: 2758.0378
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 42.2367 - mean_squared_error: 42.2367 - val_loss: 2772.8569 - val_mean_squared_error: 2772.8569
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 40.2534 - mean_squared_error: 40.2534 - val_loss: 2703.8369 - val_mean_squared_error: 2703.8369
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 42.6664 - mean_squared_error: 42.6664 - val_loss: 2608.5886 - val_mean_squared_error: 2608.5886
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 39.7229 - mean_squared_error: 39.7229 - val_loss: 2625.1064 - val_mean_squared_error: 2625.1064
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 49.3067 - mean_squared_error: 49.3067 - val_loss: 2649.4143 - val_mean_squared_error: 2649.4143
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 39.1102 - mean_squared_error: 39.1102 - val_loss: 2597.1787 - val_mean_squared_error: 2597.1787
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 43.0989 - mean_squared_error: 43.0989 - val_loss: 2603.1335 - val_mean_squared_error: 2603.1335
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 39.7038 - mean_squared_error: 39.7038 - val_loss: 2551.7217 - val_mean_squared_error: 2551.7217
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 41.4581 - mean_squared_error: 41.4581 - val_loss: 2509.0872 - val_mean_squared_error: 2509.0872
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 36.8519 - mean_squared_error: 36.8519 - val_loss: 2558.5547 - val_mean_squared_error: 2558.5544
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 40.4207 - mean_squared_error: 40.4207 - val_loss: 2434.1033 - val_mean_squared_error: 2434.1033
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 39.7697 - mean_squared_error: 39.7697 - val_loss: 2398.4280 - val_mean_squared_error: 2398.4280
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 41.3432 - mean_squared_error: 41.3432 - val_loss: 2303.7153 - val_mean_squared_error: 2303.7153
2022-12-09 11:22:08.141969: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0005567605530245905
Generation:  7
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 11:22:08.717770: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2387.9619 - mean_squared_error: 2387.9619
2022-12-09 11:22:13.371784: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 50ms/step - loss: 2387.9619 - mean_squared_error: 2387.9619 - val_loss: 953.1793 - val_mean_squared_error: 953.1793
Epoch 2/25
81/81 [==============================] - 1s 15ms/step - loss: 125.8228 - mean_squared_error: 125.8228 - val_loss: 967.0047 - val_mean_squared_error: 967.0047
Epoch 3/25
81/81 [==============================] - 1s 9ms/step - loss: 61.8494 - mean_squared_error: 61.8494 - val_loss: 1525.4241 - val_mean_squared_error: 1525.4241
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 55.4061 - mean_squared_error: 55.4061 - val_loss: 2057.9597 - val_mean_squared_error: 2057.9597
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 50.3422 - mean_squared_error: 50.3422 - val_loss: 2161.0486 - val_mean_squared_error: 2161.0486
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 48.9223 - mean_squared_error: 48.9223 - val_loss: 2333.5217 - val_mean_squared_error: 2333.5217
Epoch 7/25
81/81 [==============================] - 1s 11ms/step - loss: 52.0615 - mean_squared_error: 52.0615 - val_loss: 2271.2627 - val_mean_squared_error: 2271.2627
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 48.2029 - mean_squared_error: 48.2029 - val_loss: 1968.9572 - val_mean_squared_error: 1968.9572
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 50.9567 - mean_squared_error: 50.9567 - val_loss: 2176.5071 - val_mean_squared_error: 2176.5071
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 42.3884 - mean_squared_error: 42.3884 - val_loss: 2057.4546 - val_mean_squared_error: 2057.4546
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 41.8260 - mean_squared_error: 41.8260 - val_loss: 1977.4889 - val_mean_squared_error: 1977.4889
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 38.3231 - mean_squared_error: 38.3231 - val_loss: 2037.4545 - val_mean_squared_error: 2037.4545
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 44.7866 - mean_squared_error: 44.7866 - val_loss: 1935.2104 - val_mean_squared_error: 1935.2104
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 37.4797 - mean_squared_error: 37.4797 - val_loss: 1847.6302 - val_mean_squared_error: 1847.6302
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 37.8223 - mean_squared_error: 37.8223 - val_loss: 1835.6720 - val_mean_squared_error: 1835.6720
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 47.0269 - mean_squared_error: 47.0269 - val_loss: 1864.8549 - val_mean_squared_error: 1864.8549
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 48.3122 - mean_squared_error: 48.3122 - val_loss: 1760.8966 - val_mean_squared_error: 1760.8966
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 50.1067 - mean_squared_error: 50.1067 - val_loss: 1767.4044 - val_mean_squared_error: 1767.4044
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 41.3595 - mean_squared_error: 41.3595 - val_loss: 1861.9961 - val_mean_squared_error: 1861.9961
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 35.4441 - mean_squared_error: 35.4441 - val_loss: 1837.6171 - val_mean_squared_error: 1837.6171
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 46.0821 - mean_squared_error: 46.0821 - val_loss: 1806.7598 - val_mean_squared_error: 1806.7598
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 45.6156 - mean_squared_error: 45.6156 - val_loss: 1718.8259 - val_mean_squared_error: 1718.8259
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 43.8677 - mean_squared_error: 43.8677 - val_loss: 1675.9669 - val_mean_squared_error: 1675.9669
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 41.9797 - mean_squared_error: 41.9797 - val_loss: 1522.8527 - val_mean_squared_error: 1522.8527
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 36.9173 - mean_squared_error: 36.9173 - val_loss: 1606.3456 - val_mean_squared_error: 1606.3456
2022-12-09 11:22:31.949544: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
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 ...
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:22:32.571005: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2346.0366 - mean_squared_error: 2346.0366
2022-12-09 11:22:38.081557: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2346.0366 - mean_squared_error: 2346.0366 - val_loss: 1032.3125 - val_mean_squared_error: 1032.3125
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 109.1179 - mean_squared_error: 109.1179 - val_loss: 1119.8760 - val_mean_squared_error: 1119.8760
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 73.1348 - mean_squared_error: 73.1348 - val_loss: 1956.8831 - val_mean_squared_error: 1956.8831
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 57.9613 - mean_squared_error: 57.9613 - val_loss: 2449.4529 - val_mean_squared_error: 2449.4529
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 45.9474 - mean_squared_error: 45.9474 - val_loss: 2371.7388 - val_mean_squared_error: 2371.7388
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 49.8639 - mean_squared_error: 49.8639 - val_loss: 2422.9492 - val_mean_squared_error: 2422.9492
Epoch 7/25
81/81 [==============================] - 1s 11ms/step - loss: 41.2920 - mean_squared_error: 41.2920 - val_loss: 2437.2341 - val_mean_squared_error: 2437.2341
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 43.8296 - mean_squared_error: 43.8296 - val_loss: 2341.5000 - val_mean_squared_error: 2341.5000
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 37.3971 - mean_squared_error: 37.3971 - val_loss: 2386.5081 - val_mean_squared_error: 2386.5081
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 36.7629 - mean_squared_error: 36.7629 - val_loss: 2373.7488 - val_mean_squared_error: 2373.7488
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 39.5747 - mean_squared_error: 39.5747 - val_loss: 2465.3779 - val_mean_squared_error: 2465.3779
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 39.3214 - mean_squared_error: 39.3214 - val_loss: 2301.1853 - val_mean_squared_error: 2301.1853
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 39.7128 - mean_squared_error: 39.7128 - val_loss: 2316.5759 - val_mean_squared_error: 2316.5759
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 36.8632 - mean_squared_error: 36.8632 - val_loss: 2198.3579 - val_mean_squared_error: 2198.3579
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 35.9296 - mean_squared_error: 35.9296 - val_loss: 2338.6001 - val_mean_squared_error: 2338.6001
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 38.5676 - mean_squared_error: 38.5676 - val_loss: 2204.0698 - val_mean_squared_error: 2204.0698
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 35.9390 - mean_squared_error: 35.9390 - val_loss: 2140.1086 - val_mean_squared_error: 2140.1086
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 34.1048 - mean_squared_error: 34.1048 - val_loss: 2164.0989 - val_mean_squared_error: 2164.0989
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 37.3761 - mean_squared_error: 37.3761 - val_loss: 2095.6104 - val_mean_squared_error: 2095.6104
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 34.2615 - mean_squared_error: 34.2615 - val_loss: 2212.9111 - val_mean_squared_error: 2212.9111
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 39.6763 - mean_squared_error: 39.6763 - val_loss: 2037.2251 - val_mean_squared_error: 2037.2251
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 36.8213 - mean_squared_error: 36.8213 - val_loss: 2007.6479 - val_mean_squared_error: 2007.6479
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 36.2774 - mean_squared_error: 36.2774 - val_loss: 1899.7948 - val_mean_squared_error: 1899.7948
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 38.3594 - mean_squared_error: 38.3594 - val_loss: 1791.8737 - val_mean_squared_error: 1791.8737
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 41.1411 - mean_squared_error: 41.1411 - val_loss: 1888.8894 - val_mean_squared_error: 1888.8894
2022-12-09 11:22:56.507478: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.82922519 0.76015828 ... 0.         0.         0.        ]
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 11:22:57.070491: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2400.0623 - mean_squared_error: 2400.0623
2022-12-09 11:23:02.531992: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2400.0623 - mean_squared_error: 2400.0623 - val_loss: 862.7662 - val_mean_squared_error: 862.7662
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 110.1434 - mean_squared_error: 110.1434 - val_loss: 1021.5651 - val_mean_squared_error: 1021.5651
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 63.9524 - mean_squared_error: 63.9524 - val_loss: 1939.7915 - val_mean_squared_error: 1939.7915
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 52.7074 - mean_squared_error: 52.7074 - val_loss: 2560.5491 - val_mean_squared_error: 2560.5491
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 44.4977 - mean_squared_error: 44.4977 - val_loss: 2606.0571 - val_mean_squared_error: 2606.0571
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 44.6634 - mean_squared_error: 44.6634 - val_loss: 2567.8848 - val_mean_squared_error: 2567.8848
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 41.5181 - mean_squared_error: 41.5181 - val_loss: 2447.7705 - val_mean_squared_error: 2447.7705
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 46.2029 - mean_squared_error: 46.2029 - val_loss: 2576.5613 - val_mean_squared_error: 2576.5613
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 39.8472 - mean_squared_error: 39.8472 - val_loss: 2671.1716 - val_mean_squared_error: 2671.1716
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 50.4881 - mean_squared_error: 50.4881 - val_loss: 2463.7932 - val_mean_squared_error: 2463.7932
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 46.3379 - mean_squared_error: 46.3379 - val_loss: 2514.6687 - val_mean_squared_error: 2514.6687
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 39.1644 - mean_squared_error: 39.1644 - val_loss: 2302.9570 - val_mean_squared_error: 2302.9570
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 37.8669 - mean_squared_error: 37.8669 - val_loss: 2360.5803 - val_mean_squared_error: 2360.5803
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 40.4793 - mean_squared_error: 40.4793 - val_loss: 2301.6812 - val_mean_squared_error: 2301.6812
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 37.3620 - mean_squared_error: 37.3620 - val_loss: 2253.6096 - val_mean_squared_error: 2253.6096
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 42.5263 - mean_squared_error: 42.5263 - val_loss: 2292.1401 - val_mean_squared_error: 2292.1401
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 38.7049 - mean_squared_error: 38.7049 - val_loss: 2066.2070 - val_mean_squared_error: 2066.2070
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 41.2313 - mean_squared_error: 41.2313 - val_loss: 2229.2522 - val_mean_squared_error: 2229.2522
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 45.8638 - mean_squared_error: 45.8638 - val_loss: 2254.7268 - val_mean_squared_error: 2254.7268
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 36.4234 - mean_squared_error: 36.4234 - val_loss: 2370.0737 - val_mean_squared_error: 2370.0737
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 45.1577 - mean_squared_error: 45.1577 - val_loss: 2243.1318 - val_mean_squared_error: 2243.1318
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 50.9494 - mean_squared_error: 50.9494 - val_loss: 2234.0264 - val_mean_squared_error: 2234.0261
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 47.7091 - mean_squared_error: 47.7091 - val_loss: 2288.3750 - val_mean_squared_error: 2288.3750
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 33.2626 - mean_squared_error: 33.2626 - val_loss: 2207.9785 - val_mean_squared_error: 2207.9785
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 52.1496 - mean_squared_error: 52.1496 - val_loss: 2185.2258 - val_mean_squared_error: 2185.2258
2022-12-09 11:23:20.855364: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.82922519 ... 0.         0.         0.        ]
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 ...
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(2577, 44)
(286, 44)
Epoch 1/25
2022-12-09 11:23:21.447205: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2357.9927 - mean_squared_error: 2357.9927
2022-12-09 11:23:26.890350: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 61ms/step - loss: 2357.9927 - mean_squared_error: 2357.9927 - val_loss: 1100.7111 - val_mean_squared_error: 1100.7111
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 117.1821 - mean_squared_error: 117.1821 - val_loss: 1340.8374 - val_mean_squared_error: 1340.8374
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 63.4882 - mean_squared_error: 63.4882 - val_loss: 1788.8636 - val_mean_squared_error: 1788.8636
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 51.5324 - mean_squared_error: 51.5324 - val_loss: 2186.1812 - val_mean_squared_error: 2186.1812
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 52.2681 - mean_squared_error: 52.2681 - val_loss: 2337.2681 - val_mean_squared_error: 2337.2681
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 49.0877 - mean_squared_error: 49.0877 - val_loss: 2267.9568 - val_mean_squared_error: 2267.9568
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 44.0821 - mean_squared_error: 44.0821 - val_loss: 2167.7454 - val_mean_squared_error: 2167.7454
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 47.6212 - mean_squared_error: 47.6212 - val_loss: 2126.7461 - val_mean_squared_error: 2126.7461
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 45.9803 - mean_squared_error: 45.9803 - val_loss: 1965.8864 - val_mean_squared_error: 1965.8864
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 39.8587 - mean_squared_error: 39.8587 - val_loss: 1989.9691 - val_mean_squared_error: 1989.9691
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 37.9306 - mean_squared_error: 37.9306 - val_loss: 1870.1012 - val_mean_squared_error: 1870.1012
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 36.6377 - mean_squared_error: 36.6377 - val_loss: 1973.5463 - val_mean_squared_error: 1973.5463
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 48.9748 - mean_squared_error: 48.9748 - val_loss: 1831.9969 - val_mean_squared_error: 1831.9969
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 42.7879 - mean_squared_error: 42.7879 - val_loss: 1865.1960 - val_mean_squared_error: 1865.1960
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 39.2811 - mean_squared_error: 39.2811 - val_loss: 1668.5142 - val_mean_squared_error: 1668.5142
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 37.8406 - mean_squared_error: 37.8406 - val_loss: 1696.3385 - val_mean_squared_error: 1696.3385
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 45.4338 - mean_squared_error: 45.4338 - val_loss: 1661.4769 - val_mean_squared_error: 1661.4769
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 43.7027 - mean_squared_error: 43.7027 - val_loss: 1591.1986 - val_mean_squared_error: 1591.1986
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 46.7177 - mean_squared_error: 46.7177 - val_loss: 1799.8152 - val_mean_squared_error: 1799.8152
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 42.2487 - mean_squared_error: 42.2487 - val_loss: 1810.2892 - val_mean_squared_error: 1810.2892
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0118 - mean_squared_error: 37.0118 - val_loss: 1628.7847 - val_mean_squared_error: 1628.7847
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 37.2785 - mean_squared_error: 37.2785 - val_loss: 1585.4111 - val_mean_squared_error: 1585.4111
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 47.1379 - mean_squared_error: 47.1379 - val_loss: 1641.9636 - val_mean_squared_error: 1641.9635
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 39.6755 - mean_squared_error: 39.6755 - val_loss: 1485.0953 - val_mean_squared_error: 1485.0952
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 37.4550 - mean_squared_error: 37.4550 - val_loss: 1588.8962 - val_mean_squared_error: 1588.8962
2022-12-09 11:23:45.223918: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:23:45.837388: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2385.5229 - mean_squared_error: 2385.5229
2022-12-09 11:23:51.288085: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2385.5229 - mean_squared_error: 2385.5229 - val_loss: 1175.0382 - val_mean_squared_error: 1175.0382
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 133.1803 - mean_squared_error: 133.1803 - val_loss: 1167.4844 - val_mean_squared_error: 1167.4844
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 65.5937 - mean_squared_error: 65.5937 - val_loss: 1864.0649 - val_mean_squared_error: 1864.0649
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 55.8296 - mean_squared_error: 55.8296 - val_loss: 2186.2703 - val_mean_squared_error: 2186.2703
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 44.8250 - mean_squared_error: 44.8250 - val_loss: 2354.0842 - val_mean_squared_error: 2354.0842
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 48.6428 - mean_squared_error: 48.6428 - val_loss: 2405.5002 - val_mean_squared_error: 2405.5002
Epoch 7/25
81/81 [==============================] - 1s 11ms/step - loss: 41.4485 - mean_squared_error: 41.4485 - val_loss: 2519.7788 - val_mean_squared_error: 2519.7788
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 44.8205 - mean_squared_error: 44.8205 - val_loss: 2539.9517 - val_mean_squared_error: 2539.9517
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 47.8316 - mean_squared_error: 47.8316 - val_loss: 2274.9727 - val_mean_squared_error: 2274.9727
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 42.2368 - mean_squared_error: 42.2368 - val_loss: 2577.6946 - val_mean_squared_error: 2577.6946
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 46.0810 - mean_squared_error: 46.0810 - val_loss: 2290.1204 - val_mean_squared_error: 2290.1204
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 45.9048 - mean_squared_error: 45.9048 - val_loss: 2413.5911 - val_mean_squared_error: 2413.5911
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 42.3809 - mean_squared_error: 42.3809 - val_loss: 2283.3525 - val_mean_squared_error: 2283.3525
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 45.5328 - mean_squared_error: 45.5328 - val_loss: 2363.8616 - val_mean_squared_error: 2363.8616
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 41.9535 - mean_squared_error: 41.9535 - val_loss: 2288.7104 - val_mean_squared_error: 2288.7104
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 41.9749 - mean_squared_error: 41.9749 - val_loss: 2153.0920 - val_mean_squared_error: 2153.0920
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 42.4109 - mean_squared_error: 42.4109 - val_loss: 2162.5845 - val_mean_squared_error: 2162.5845
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 37.5668 - mean_squared_error: 37.5668 - val_loss: 2238.3752 - val_mean_squared_error: 2238.3752
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 36.9193 - mean_squared_error: 36.9193 - val_loss: 2245.8674 - val_mean_squared_error: 2245.8674
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 44.0116 - mean_squared_error: 44.0116 - val_loss: 2194.1555 - val_mean_squared_error: 2194.1555
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 43.6430 - mean_squared_error: 43.6430 - val_loss: 2170.2961 - val_mean_squared_error: 2170.2961
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 40.7379 - mean_squared_error: 40.7379 - val_loss: 2051.8865 - val_mean_squared_error: 2051.8865
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 44.7227 - mean_squared_error: 44.7227 - val_loss: 2024.5459 - val_mean_squared_error: 2024.5459
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 38.1460 - mean_squared_error: 38.1460 - val_loss: 2037.3112 - val_mean_squared_error: 2037.3112
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 38.1032 - mean_squared_error: 38.1032 - val_loss: 1835.1252 - val_mean_squared_error: 1835.1252
2022-12-09 11:24:09.763486: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0006215988725840387
Generation:  8
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(2577, 44)
(286, 44)
Epoch 1/25
2022-12-09 11:24:10.380501: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2368.0012 - mean_squared_error: 2368.0012
2022-12-09 11:24:15.503055: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 53ms/step - loss: 2368.0012 - mean_squared_error: 2368.0012 - val_loss: 921.0490 - val_mean_squared_error: 921.0490
Epoch 2/25
81/81 [==============================] - 1s 18ms/step - loss: 114.1136 - mean_squared_error: 114.1136 - val_loss: 1136.8749 - val_mean_squared_error: 1136.8749
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 59.4287 - mean_squared_error: 59.4287 - val_loss: 1657.4014 - val_mean_squared_error: 1657.4014
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 57.7246 - mean_squared_error: 57.7246 - val_loss: 2186.7253 - val_mean_squared_error: 2186.7253
Epoch 5/25
81/81 [==============================] - 1s 8ms/step - loss: 51.9627 - mean_squared_error: 51.9627 - val_loss: 2289.0884 - val_mean_squared_error: 2289.0884
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 62.5917 - mean_squared_error: 62.5917 - val_loss: 2405.6790 - val_mean_squared_error: 2405.6790
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 48.3444 - mean_squared_error: 48.3444 - val_loss: 2406.7942 - val_mean_squared_error: 2406.7942
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 43.0892 - mean_squared_error: 43.0892 - val_loss: 2359.3489 - val_mean_squared_error: 2359.3486
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 43.6295 - mean_squared_error: 43.6295 - val_loss: 2243.8279 - val_mean_squared_error: 2243.8279
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 40.7815 - mean_squared_error: 40.7815 - val_loss: 2281.3665 - val_mean_squared_error: 2281.3665
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 41.6999 - mean_squared_error: 41.6999 - val_loss: 2006.1956 - val_mean_squared_error: 2006.1956
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 41.3742 - mean_squared_error: 41.3742 - val_loss: 1976.5618 - val_mean_squared_error: 1976.5618
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 34.1528 - mean_squared_error: 34.1528 - val_loss: 2065.1548 - val_mean_squared_error: 2065.1548
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 35.5991 - mean_squared_error: 35.5991 - val_loss: 1970.1372 - val_mean_squared_error: 1970.1372
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 41.1043 - mean_squared_error: 41.1043 - val_loss: 2082.6550 - val_mean_squared_error: 2082.6550
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 44.8148 - mean_squared_error: 44.8148 - val_loss: 2097.4519 - val_mean_squared_error: 2097.4519
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 46.0825 - mean_squared_error: 46.0825 - val_loss: 1932.9348 - val_mean_squared_error: 1932.9348
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 35.4283 - mean_squared_error: 35.4283 - val_loss: 1819.7806 - val_mean_squared_error: 1819.7806
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 40.9606 - mean_squared_error: 40.9606 - val_loss: 1951.3232 - val_mean_squared_error: 1951.3232
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 35.3059 - mean_squared_error: 35.3059 - val_loss: 1839.7548 - val_mean_squared_error: 1839.7548
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 34.8319 - mean_squared_error: 34.8319 - val_loss: 1902.8352 - val_mean_squared_error: 1902.8352
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 39.6114 - mean_squared_error: 39.6114 - val_loss: 1908.2045 - val_mean_squared_error: 1908.2045
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 46.4187 - mean_squared_error: 46.4187 - val_loss: 1723.0366 - val_mean_squared_error: 1723.0366
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 44.8156 - mean_squared_error: 44.8156 - val_loss: 1717.6110 - val_mean_squared_error: 1717.6110
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 43.1760 - mean_squared_error: 43.1760 - val_loss: 1701.7375 - val_mean_squared_error: 1701.7375
2022-12-09 11:24:34.100837: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.82922519 ... 0.         0.         0.        ]
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 11:24:34.688064: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2347.6343 - mean_squared_error: 2347.6343
2022-12-09 11:24:39.814933: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2347.6343 - mean_squared_error: 2347.6343 - val_loss: 684.5990 - val_mean_squared_error: 684.5990
Epoch 2/25
81/81 [==============================] - 1s 17ms/step - loss: 103.3609 - mean_squared_error: 103.3609 - val_loss: 792.8845 - val_mean_squared_error: 792.8845
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 67.1329 - mean_squared_error: 67.1329 - val_loss: 1495.6921 - val_mean_squared_error: 1495.6921
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 49.7170 - mean_squared_error: 49.7170 - val_loss: 2009.6123 - val_mean_squared_error: 2009.6123
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 47.8413 - mean_squared_error: 47.8413 - val_loss: 2219.7749 - val_mean_squared_error: 2219.7749
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 45.2036 - mean_squared_error: 45.2036 - val_loss: 2233.2847 - val_mean_squared_error: 2233.2847
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 46.9071 - mean_squared_error: 46.9071 - val_loss: 2385.7742 - val_mean_squared_error: 2385.7742
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 46.8002 - mean_squared_error: 46.8002 - val_loss: 2420.4622 - val_mean_squared_error: 2420.4622
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 42.2342 - mean_squared_error: 42.2342 - val_loss: 2288.7271 - val_mean_squared_error: 2288.7271
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 48.9292 - mean_squared_error: 48.9292 - val_loss: 2316.2925 - val_mean_squared_error: 2316.2925
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 44.1218 - mean_squared_error: 44.1218 - val_loss: 2142.5203 - val_mean_squared_error: 2142.5203
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 47.0557 - mean_squared_error: 47.0557 - val_loss: 2136.2163 - val_mean_squared_error: 2136.2163
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 45.5358 - mean_squared_error: 45.5358 - val_loss: 2177.6350 - val_mean_squared_error: 2177.6350
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 43.2196 - mean_squared_error: 43.2196 - val_loss: 2152.6497 - val_mean_squared_error: 2152.6494
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 43.2429 - mean_squared_error: 43.2429 - val_loss: 2135.0347 - val_mean_squared_error: 2135.0347
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 38.9101 - mean_squared_error: 38.9101 - val_loss: 2130.6592 - val_mean_squared_error: 2130.6592
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 41.5323 - mean_squared_error: 41.5323 - val_loss: 2125.1389 - val_mean_squared_error: 2125.1389
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 39.9621 - mean_squared_error: 39.9621 - val_loss: 1843.0520 - val_mean_squared_error: 1843.0520
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 41.1725 - mean_squared_error: 41.1725 - val_loss: 2108.4736 - val_mean_squared_error: 2108.4734
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 44.6734 - mean_squared_error: 44.6734 - val_loss: 1996.8173 - val_mean_squared_error: 1996.8173
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 35.7888 - mean_squared_error: 35.7888 - val_loss: 1901.8734 - val_mean_squared_error: 1901.8734
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 40.6703 - mean_squared_error: 40.6703 - val_loss: 1922.3754 - val_mean_squared_error: 1922.3754
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 45.0328 - mean_squared_error: 45.0328 - val_loss: 1850.9624 - val_mean_squared_error: 1850.9624
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 42.0262 - mean_squared_error: 42.0262 - val_loss: 1977.5461 - val_mean_squared_error: 1977.5461
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 40.1802 - mean_squared_error: 40.1802 - val_loss: 1936.9500 - val_mean_squared_error: 1936.9500
2022-12-09 11:24:58.612227: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.82922519 ... 0.         0.         0.        ]
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 ...
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:24:59.329999: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2365.3945 - mean_squared_error: 2365.3945
2022-12-09 11:25:04.827244: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2365.3945 - mean_squared_error: 2365.3945 - val_loss: 925.1403 - val_mean_squared_error: 925.1403
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 110.4896 - mean_squared_error: 110.4896 - val_loss: 1316.9432 - val_mean_squared_error: 1316.9432
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 53.6466 - mean_squared_error: 53.6466 - val_loss: 1962.5153 - val_mean_squared_error: 1962.5153
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 49.9003 - mean_squared_error: 49.9003 - val_loss: 2427.7881 - val_mean_squared_error: 2427.7881
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 44.3962 - mean_squared_error: 44.3962 - val_loss: 2542.9443 - val_mean_squared_error: 2542.9441
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 44.0154 - mean_squared_error: 44.0154 - val_loss: 2426.1252 - val_mean_squared_error: 2426.1252
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 47.9804 - mean_squared_error: 47.9804 - val_loss: 2593.2688 - val_mean_squared_error: 2593.2688
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 43.6961 - mean_squared_error: 43.6961 - val_loss: 2577.1243 - val_mean_squared_error: 2577.1243
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 38.4190 - mean_squared_error: 38.4190 - val_loss: 2601.2224 - val_mean_squared_error: 2601.2224
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 42.4863 - mean_squared_error: 42.4863 - val_loss: 2499.7297 - val_mean_squared_error: 2499.7297
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 43.3539 - mean_squared_error: 43.3539 - val_loss: 2643.0415 - val_mean_squared_error: 2643.0415
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 46.1450 - mean_squared_error: 46.1450 - val_loss: 2513.8394 - val_mean_squared_error: 2513.8394
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 42.1909 - mean_squared_error: 42.1909 - val_loss: 2504.7925 - val_mean_squared_error: 2504.7925
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 47.0021 - mean_squared_error: 47.0021 - val_loss: 2517.6489 - val_mean_squared_error: 2517.6489
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0174 - mean_squared_error: 37.0174 - val_loss: 2379.3623 - val_mean_squared_error: 2379.3621
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 40.2473 - mean_squared_error: 40.2473 - val_loss: 2355.9324 - val_mean_squared_error: 2355.9324
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0188 - mean_squared_error: 38.0188 - val_loss: 2408.0271 - val_mean_squared_error: 2408.0271
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 33.8588 - mean_squared_error: 33.8588 - val_loss: 2439.1445 - val_mean_squared_error: 2439.1445
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 41.2828 - mean_squared_error: 41.2828 - val_loss: 2314.3865 - val_mean_squared_error: 2314.3865
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 43.6900 - mean_squared_error: 43.6900 - val_loss: 2304.7998 - val_mean_squared_error: 2304.7998
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 40.9434 - mean_squared_error: 40.9434 - val_loss: 2206.4866 - val_mean_squared_error: 2206.4866
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 38.2554 - mean_squared_error: 38.2554 - val_loss: 2107.6296 - val_mean_squared_error: 2107.6296
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 37.1902 - mean_squared_error: 37.1902 - val_loss: 2372.1079 - val_mean_squared_error: 2372.1079
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 37.8795 - mean_squared_error: 37.8795 - val_loss: 2205.9758 - val_mean_squared_error: 2205.9758
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 34.0928 - mean_squared_error: 34.0928 - val_loss: 2071.0012 - val_mean_squared_error: 2071.0012
2022-12-09 11:25:23.273654: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:25:23.901977: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2376.7048 - mean_squared_error: 2376.7048
2022-12-09 11:25:29.419167: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2376.7048 - mean_squared_error: 2376.7048 - val_loss: 887.4651 - val_mean_squared_error: 887.4651
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 110.2042 - mean_squared_error: 110.2042 - val_loss: 1218.2780 - val_mean_squared_error: 1218.2780
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 75.6283 - mean_squared_error: 75.6283 - val_loss: 2072.1348 - val_mean_squared_error: 2072.1348
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 59.4209 - mean_squared_error: 59.4209 - val_loss: 2385.4976 - val_mean_squared_error: 2385.4976
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 45.5687 - mean_squared_error: 45.5687 - val_loss: 2457.2134 - val_mean_squared_error: 2457.2134
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 40.5952 - mean_squared_error: 40.5952 - val_loss: 2324.0601 - val_mean_squared_error: 2324.0601
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 40.3692 - mean_squared_error: 40.3692 - val_loss: 2219.1235 - val_mean_squared_error: 2219.1235
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 43.0918 - mean_squared_error: 43.0918 - val_loss: 1950.3977 - val_mean_squared_error: 1950.3975
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 35.7212 - mean_squared_error: 35.7212 - val_loss: 1788.2623 - val_mean_squared_error: 1788.2623
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 41.3030 - mean_squared_error: 41.3030 - val_loss: 1625.4049 - val_mean_squared_error: 1625.4049
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 35.1163 - mean_squared_error: 35.1163 - val_loss: 1516.8632 - val_mean_squared_error: 1516.8632
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 49.9621 - mean_squared_error: 49.9621 - val_loss: 1482.7798 - val_mean_squared_error: 1482.7798
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 38.1956 - mean_squared_error: 38.1956 - val_loss: 1433.2799 - val_mean_squared_error: 1433.2799
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 37.6984 - mean_squared_error: 37.6984 - val_loss: 1346.9865 - val_mean_squared_error: 1346.9865
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0765 - mean_squared_error: 37.0765 - val_loss: 1624.9719 - val_mean_squared_error: 1624.9719
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 37.2771 - mean_squared_error: 37.2771 - val_loss: 1512.4645 - val_mean_squared_error: 1512.4645
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 34.2975 - mean_squared_error: 34.2975 - val_loss: 1399.3212 - val_mean_squared_error: 1399.3212
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 41.0948 - mean_squared_error: 41.0948 - val_loss: 1474.3409 - val_mean_squared_error: 1474.3409
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 36.0233 - mean_squared_error: 36.0233 - val_loss: 1373.0941 - val_mean_squared_error: 1373.0941
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 35.2024 - mean_squared_error: 35.2024 - val_loss: 1417.9729 - val_mean_squared_error: 1417.9729
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 41.5892 - mean_squared_error: 41.5892 - val_loss: 1318.0575 - val_mean_squared_error: 1318.0575
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 34.8540 - mean_squared_error: 34.8540 - val_loss: 1316.3037 - val_mean_squared_error: 1316.3037
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 41.3269 - mean_squared_error: 41.3269 - val_loss: 1262.7758 - val_mean_squared_error: 1262.7758
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 37.3274 - mean_squared_error: 37.3274 - val_loss: 1351.4592 - val_mean_squared_error: 1351.4592
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 39.3675 - mean_squared_error: 39.3675 - val_loss: 1366.4435 - val_mean_squared_error: 1366.4435
2022-12-09 11:25:47.901545: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 11:25:48.541021: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2364.6221 - mean_squared_error: 2364.6221
2022-12-09 11:25:54.003611: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2364.6221 - mean_squared_error: 2364.6221 - val_loss: 944.9917 - val_mean_squared_error: 944.9917
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 133.0891 - mean_squared_error: 133.0891 - val_loss: 1144.6509 - val_mean_squared_error: 1144.6508
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 68.6575 - mean_squared_error: 68.6575 - val_loss: 1829.1648 - val_mean_squared_error: 1829.1648
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 55.2464 - mean_squared_error: 55.2464 - val_loss: 2253.2920 - val_mean_squared_error: 2253.2920
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 45.3330 - mean_squared_error: 45.3330 - val_loss: 2476.2759 - val_mean_squared_error: 2476.2759
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 49.5560 - mean_squared_error: 49.5560 - val_loss: 2562.2722 - val_mean_squared_error: 2562.2722
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 51.0656 - mean_squared_error: 51.0656 - val_loss: 2514.5217 - val_mean_squared_error: 2514.5217
Epoch 8/25
81/81 [==============================] - 1s 11ms/step - loss: 42.7387 - mean_squared_error: 42.7387 - val_loss: 2550.9382 - val_mean_squared_error: 2550.9382
Epoch 9/25
81/81 [==============================] - 1s 11ms/step - loss: 43.1323 - mean_squared_error: 43.1323 - val_loss: 2529.3997 - val_mean_squared_error: 2529.3997
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 43.0703 - mean_squared_error: 43.0703 - val_loss: 2559.0527 - val_mean_squared_error: 2559.0527
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 47.9059 - mean_squared_error: 47.9059 - val_loss: 2514.3647 - val_mean_squared_error: 2514.3647
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 45.1457 - mean_squared_error: 45.1457 - val_loss: 2455.0562 - val_mean_squared_error: 2455.0562
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 44.4372 - mean_squared_error: 44.4372 - val_loss: 2467.7681 - val_mean_squared_error: 2467.7681
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 47.0045 - mean_squared_error: 47.0045 - val_loss: 2357.9951 - val_mean_squared_error: 2357.9951
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 36.9548 - mean_squared_error: 36.9548 - val_loss: 2418.3293 - val_mean_squared_error: 2418.3293
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 36.5419 - mean_squared_error: 36.5419 - val_loss: 2354.0757 - val_mean_squared_error: 2354.0757
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 42.2168 - mean_squared_error: 42.2168 - val_loss: 2281.1321 - val_mean_squared_error: 2281.1321
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 42.4679 - mean_squared_error: 42.4679 - val_loss: 2255.1208 - val_mean_squared_error: 2255.1208
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 44.8968 - mean_squared_error: 44.8968 - val_loss: 2215.7661 - val_mean_squared_error: 2215.7661
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 43.0211 - mean_squared_error: 43.0211 - val_loss: 2019.8632 - val_mean_squared_error: 2019.8632
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 43.0383 - mean_squared_error: 43.0383 - val_loss: 2253.5947 - val_mean_squared_error: 2253.5947
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 52.2558 - mean_squared_error: 52.2558 - val_loss: 2226.8723 - val_mean_squared_error: 2226.8723
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 35.2688 - mean_squared_error: 35.2688 - val_loss: 1952.7285 - val_mean_squared_error: 1952.7285
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0351 - mean_squared_error: 37.0351 - val_loss: 1926.6920 - val_mean_squared_error: 1926.6920
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 38.6961 - mean_squared_error: 38.6961 - val_loss: 2109.7830 - val_mean_squared_error: 2109.7830
2022-12-09 11:26:12.623167: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0007197063490050144
Generation:  9
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:26:13.257429: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2380.5000 - mean_squared_error: 2380.5000
2022-12-09 11:26:18.842989: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2380.5000 - mean_squared_error: 2380.5000 - val_loss: 1031.1285 - val_mean_squared_error: 1031.1285
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 105.7489 - mean_squared_error: 105.7489 - val_loss: 1141.8036 - val_mean_squared_error: 1141.8036
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 74.8486 - mean_squared_error: 74.8486 - val_loss: 1868.1938 - val_mean_squared_error: 1868.1938
Epoch 4/25
81/81 [==============================] - 1s 13ms/step - loss: 59.5762 - mean_squared_error: 59.5762 - val_loss: 2342.5571 - val_mean_squared_error: 2342.5571
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 47.3853 - mean_squared_error: 47.3853 - val_loss: 2334.0581 - val_mean_squared_error: 2334.0581
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 37.4776 - mean_squared_error: 37.4776 - val_loss: 2389.7434 - val_mean_squared_error: 2389.7434
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 45.5989 - mean_squared_error: 45.5989 - val_loss: 2246.2581 - val_mean_squared_error: 2246.2581
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 40.9171 - mean_squared_error: 40.9171 - val_loss: 2400.7571 - val_mean_squared_error: 2400.7571
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 38.2760 - mean_squared_error: 38.2760 - val_loss: 2225.1340 - val_mean_squared_error: 2225.1340
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 36.2048 - mean_squared_error: 36.2048 - val_loss: 2166.7173 - val_mean_squared_error: 2166.7173
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 39.6137 - mean_squared_error: 39.6137 - val_loss: 2194.0049 - val_mean_squared_error: 2194.0049
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 31.9805 - mean_squared_error: 31.9805 - val_loss: 2013.8230 - val_mean_squared_error: 2013.8230
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 38.9086 - mean_squared_error: 38.9086 - val_loss: 2185.8540 - val_mean_squared_error: 2185.8540
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 40.5135 - mean_squared_error: 40.5135 - val_loss: 2130.4209 - val_mean_squared_error: 2130.4209
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 31.7053 - mean_squared_error: 31.7053 - val_loss: 2069.0964 - val_mean_squared_error: 2069.0964
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 40.6701 - mean_squared_error: 40.6701 - val_loss: 2004.6018 - val_mean_squared_error: 2004.6018
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 34.0889 - mean_squared_error: 34.0889 - val_loss: 2012.8538 - val_mean_squared_error: 2012.8538
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 42.9744 - mean_squared_error: 42.9744 - val_loss: 2032.8079 - val_mean_squared_error: 2032.8076
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 36.9345 - mean_squared_error: 36.9345 - val_loss: 1942.4742 - val_mean_squared_error: 1942.4742
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 35.7103 - mean_squared_error: 35.7103 - val_loss: 1993.2544 - val_mean_squared_error: 1993.2544
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 40.1078 - mean_squared_error: 40.1078 - val_loss: 2036.7052 - val_mean_squared_error: 2036.7052
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 37.6895 - mean_squared_error: 37.6895 - val_loss: 2046.7755 - val_mean_squared_error: 2046.7755
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 37.4503 - mean_squared_error: 37.4503 - val_loss: 1979.9705 - val_mean_squared_error: 1979.9705
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 37.0408 - mean_squared_error: 37.0408 - val_loss: 1932.4707 - val_mean_squared_error: 1932.4705
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 38.7171 - mean_squared_error: 38.7171 - val_loss: 1913.9857 - val_mean_squared_error: 1913.9857
2022-12-09 11:26:37.426068: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 44)
(286, 44)
Epoch 1/25
2022-12-09 11:26:38.095161: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2402.3726 - mean_squared_error: 2402.3726
2022-12-09 11:26:43.641373: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2402.3726 - mean_squared_error: 2402.3726 - val_loss: 1076.8733 - val_mean_squared_error: 1076.8733
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 115.9681 - mean_squared_error: 115.9681 - val_loss: 992.9762 - val_mean_squared_error: 992.9762
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 62.0280 - mean_squared_error: 62.0280 - val_loss: 1300.8617 - val_mean_squared_error: 1300.8617
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 53.4537 - mean_squared_error: 53.4537 - val_loss: 1834.1608 - val_mean_squared_error: 1834.1608
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 48.7466 - mean_squared_error: 48.7466 - val_loss: 2083.4727 - val_mean_squared_error: 2083.4727
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 45.2750 - mean_squared_error: 45.2750 - val_loss: 2107.2122 - val_mean_squared_error: 2107.2122
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 45.9036 - mean_squared_error: 45.9036 - val_loss: 2132.3025 - val_mean_squared_error: 2132.3025
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 46.6433 - mean_squared_error: 46.6433 - val_loss: 2095.7524 - val_mean_squared_error: 2095.7524
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 46.9926 - mean_squared_error: 46.9926 - val_loss: 2182.2869 - val_mean_squared_error: 2182.2869
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 46.2511 - mean_squared_error: 46.2511 - val_loss: 2123.4050 - val_mean_squared_error: 2123.4050
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 40.1493 - mean_squared_error: 40.1493 - val_loss: 2118.2910 - val_mean_squared_error: 2118.2910
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 33.5347 - mean_squared_error: 33.5347 - val_loss: 1904.6587 - val_mean_squared_error: 1904.6587
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 44.7086 - mean_squared_error: 44.7086 - val_loss: 1823.2111 - val_mean_squared_error: 1823.2111
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 41.1956 - mean_squared_error: 41.1956 - val_loss: 1766.1842 - val_mean_squared_error: 1766.1842
Epoch 15/25
81/81 [==============================] - 1s 10ms/step - loss: 45.9255 - mean_squared_error: 45.9255 - val_loss: 1949.9615 - val_mean_squared_error: 1949.9615
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 42.7403 - mean_squared_error: 42.7403 - val_loss: 2164.1409 - val_mean_squared_error: 2164.1409
Epoch 17/25
81/81 [==============================] - 1s 10ms/step - loss: 40.7640 - mean_squared_error: 40.7640 - val_loss: 1734.9235 - val_mean_squared_error: 1734.9235
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 36.1894 - mean_squared_error: 36.1894 - val_loss: 1846.1331 - val_mean_squared_error: 1846.1331
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 37.9071 - mean_squared_error: 37.9071 - val_loss: 1709.5745 - val_mean_squared_error: 1709.5745
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 42.4655 - mean_squared_error: 42.4655 - val_loss: 1700.2570 - val_mean_squared_error: 1700.2570
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 44.2174 - mean_squared_error: 44.2174 - val_loss: 1820.6951 - val_mean_squared_error: 1820.6951
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 41.8491 - mean_squared_error: 41.8491 - val_loss: 1682.8492 - val_mean_squared_error: 1682.8492
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 46.4197 - mean_squared_error: 46.4197 - val_loss: 1480.2946 - val_mean_squared_error: 1480.2946
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 41.8637 - mean_squared_error: 41.8637 - val_loss: 1328.1997 - val_mean_squared_error: 1328.1997
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 36.0114 - mean_squared_error: 36.0114 - val_loss: 1342.1697 - val_mean_squared_error: 1342.1697
2022-12-09 11:27:06.905549: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 11:27:07.824201: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2353.6921 - mean_squared_error: 2353.6921
2022-12-09 11:27:12.902532: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 55ms/step - loss: 2353.6921 - mean_squared_error: 2353.6921 - val_loss: 779.2366 - val_mean_squared_error: 779.2366
Epoch 2/25
81/81 [==============================] - 1s 15ms/step - loss: 112.9799 - mean_squared_error: 112.9799 - val_loss: 921.1564 - val_mean_squared_error: 921.1564
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 63.8430 - mean_squared_error: 63.8430 - val_loss: 1521.0309 - val_mean_squared_error: 1521.0309
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 50.5638 - mean_squared_error: 50.5638 - val_loss: 2024.5238 - val_mean_squared_error: 2024.5238
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 46.6959 - mean_squared_error: 46.6959 - val_loss: 2179.5457 - val_mean_squared_error: 2179.5457
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 48.4938 - mean_squared_error: 48.4938 - val_loss: 2214.0127 - val_mean_squared_error: 2214.0127
Epoch 7/25
81/81 [==============================] - 1s 11ms/step - loss: 45.4357 - mean_squared_error: 45.4357 - val_loss: 2137.0034 - val_mean_squared_error: 2137.0034
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 38.3925 - mean_squared_error: 38.3925 - val_loss: 2187.8503 - val_mean_squared_error: 2187.8503
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 41.2992 - mean_squared_error: 41.2992 - val_loss: 2074.1584 - val_mean_squared_error: 2074.1584
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 43.8099 - mean_squared_error: 43.8099 - val_loss: 2099.7551 - val_mean_squared_error: 2099.7551
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 42.9967 - mean_squared_error: 42.9967 - val_loss: 2042.4034 - val_mean_squared_error: 2042.4034
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 38.0641 - mean_squared_error: 38.0641 - val_loss: 1991.5710 - val_mean_squared_error: 1991.5710
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 47.3269 - mean_squared_error: 47.3269 - val_loss: 1933.9467 - val_mean_squared_error: 1933.9467
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 46.8542 - mean_squared_error: 46.8542 - val_loss: 1846.8601 - val_mean_squared_error: 1846.8601
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 47.7290 - mean_squared_error: 47.7290 - val_loss: 1937.5701 - val_mean_squared_error: 1937.5701
Epoch 16/25
81/81 [==============================] - 1s 10ms/step - loss: 36.8934 - mean_squared_error: 36.8934 - val_loss: 1881.8090 - val_mean_squared_error: 1881.8090
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 40.0507 - mean_squared_error: 40.0507 - val_loss: 1838.9185 - val_mean_squared_error: 1838.9185
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 50.0751 - mean_squared_error: 50.0751 - val_loss: 1954.3820 - val_mean_squared_error: 1954.3820
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 45.1423 - mean_squared_error: 45.1423 - val_loss: 1893.9126 - val_mean_squared_error: 1893.9126
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 43.4830 - mean_squared_error: 43.4830 - val_loss: 1633.0934 - val_mean_squared_error: 1633.0934
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 45.4701 - mean_squared_error: 45.4701 - val_loss: 1727.8521 - val_mean_squared_error: 1727.8521
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 56.5342 - mean_squared_error: 56.5342 - val_loss: 1638.0902 - val_mean_squared_error: 1638.0902
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 42.2459 - mean_squared_error: 42.2459 - val_loss: 1568.1982 - val_mean_squared_error: 1568.1982
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 42.1006 - mean_squared_error: 42.1006 - val_loss: 1612.0131 - val_mean_squared_error: 1612.0131
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 40.1499 - mean_squared_error: 40.1499 - val_loss: 1710.7812 - val_mean_squared_error: 1710.7812
2022-12-09 11:27:31.785663: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.82922519 ... 0.         0.         0.        ]
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:27:32.307290: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2422.0195 - mean_squared_error: 2422.0195
2022-12-09 11:27:37.424479: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2422.0195 - mean_squared_error: 2422.0195 - val_loss: 955.6582 - val_mean_squared_error: 955.6582
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 122.6554 - mean_squared_error: 122.6554 - val_loss: 1077.6589 - val_mean_squared_error: 1077.6589
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 62.8646 - mean_squared_error: 62.8646 - val_loss: 1742.0577 - val_mean_squared_error: 1742.0577
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 49.1688 - mean_squared_error: 49.1688 - val_loss: 2207.5840 - val_mean_squared_error: 2207.5840
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 53.5922 - mean_squared_error: 53.5922 - val_loss: 2428.7759 - val_mean_squared_error: 2428.7759
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 52.9147 - mean_squared_error: 52.9147 - val_loss: 2467.2554 - val_mean_squared_error: 2467.2551
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 48.3687 - mean_squared_error: 48.3687 - val_loss: 2519.2832 - val_mean_squared_error: 2519.2832
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 48.5263 - mean_squared_error: 48.5263 - val_loss: 2309.1321 - val_mean_squared_error: 2309.1321
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 46.5232 - mean_squared_error: 46.5232 - val_loss: 2361.2136 - val_mean_squared_error: 2361.2136
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 40.6542 - mean_squared_error: 40.6542 - val_loss: 2264.9187 - val_mean_squared_error: 2264.9187
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 46.3703 - mean_squared_error: 46.3703 - val_loss: 2170.0566 - val_mean_squared_error: 2170.0566
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 43.0587 - mean_squared_error: 43.0587 - val_loss: 2087.0166 - val_mean_squared_error: 2087.0166
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 46.8622 - mean_squared_error: 46.8622 - val_loss: 2315.5957 - val_mean_squared_error: 2315.5957
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 45.5877 - mean_squared_error: 45.5877 - val_loss: 2199.8049 - val_mean_squared_error: 2199.8049
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 36.6365 - mean_squared_error: 36.6365 - val_loss: 2074.3342 - val_mean_squared_error: 2074.3342
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 35.3169 - mean_squared_error: 35.3169 - val_loss: 2098.1389 - val_mean_squared_error: 2098.1389
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 39.7911 - mean_squared_error: 39.7911 - val_loss: 1938.3564 - val_mean_squared_error: 1938.3564
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 44.1830 - mean_squared_error: 44.1830 - val_loss: 2018.9807 - val_mean_squared_error: 2018.9807
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 35.1280 - mean_squared_error: 35.1280 - val_loss: 1986.1482 - val_mean_squared_error: 1986.1482
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 40.8132 - mean_squared_error: 40.8132 - val_loss: 1840.9375 - val_mean_squared_error: 1840.9375
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 36.1225 - mean_squared_error: 36.1225 - val_loss: 1722.4781 - val_mean_squared_error: 1722.4781
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 52.9146 - mean_squared_error: 52.9146 - val_loss: 1870.5179 - val_mean_squared_error: 1870.5179
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 34.3671 - mean_squared_error: 34.3671 - val_loss: 1756.7571 - val_mean_squared_error: 1756.7571
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 39.1648 - mean_squared_error: 39.1648 - val_loss: 1762.7639 - val_mean_squared_error: 1762.7639
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 40.0081 - mean_squared_error: 40.0081 - val_loss: 1808.2914 - val_mean_squared_error: 1808.2914
2022-12-09 11:27:55.877161: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
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(2577, 44)
(286, 44)
Epoch 1/25
2022-12-09 11:27:56.540632: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2433.6475 - mean_squared_error: 2433.6475
2022-12-09 11:28:01.664649: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2433.6475 - mean_squared_error: 2433.6475 - val_loss: 931.1040 - val_mean_squared_error: 931.1040
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 111.1693 - mean_squared_error: 111.1693 - val_loss: 930.5369 - val_mean_squared_error: 930.5369
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 74.7178 - mean_squared_error: 74.7178 - val_loss: 1761.2987 - val_mean_squared_error: 1761.2987
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 57.3988 - mean_squared_error: 57.3988 - val_loss: 2487.7832 - val_mean_squared_error: 2487.7832
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 52.0604 - mean_squared_error: 52.0604 - val_loss: 2580.1411 - val_mean_squared_error: 2580.1411
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 45.0146 - mean_squared_error: 45.0146 - val_loss: 2597.3071 - val_mean_squared_error: 2597.3071
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 42.6735 - mean_squared_error: 42.6735 - val_loss: 2572.9841 - val_mean_squared_error: 2572.9841
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 35.2747 - mean_squared_error: 35.2747 - val_loss: 2478.6414 - val_mean_squared_error: 2478.6414
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 39.0418 - mean_squared_error: 39.0418 - val_loss: 2436.0759 - val_mean_squared_error: 2436.0759
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 45.9519 - mean_squared_error: 45.9519 - val_loss: 2350.0015 - val_mean_squared_error: 2350.0012
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 39.1689 - mean_squared_error: 39.1689 - val_loss: 2298.7834 - val_mean_squared_error: 2298.7834
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 40.2680 - mean_squared_error: 40.2680 - val_loss: 2356.1470 - val_mean_squared_error: 2356.1470
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 49.0820 - mean_squared_error: 49.0820 - val_loss: 2306.9314 - val_mean_squared_error: 2306.9314
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0527 - mean_squared_error: 37.0527 - val_loss: 2274.7305 - val_mean_squared_error: 2274.7305
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 31.3338 - mean_squared_error: 31.3338 - val_loss: 2268.7644 - val_mean_squared_error: 2268.7644
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 39.7698 - mean_squared_error: 39.7698 - val_loss: 2252.8281 - val_mean_squared_error: 2252.8281
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 35.1839 - mean_squared_error: 35.1839 - val_loss: 2255.3352 - val_mean_squared_error: 2255.3352
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 34.5214 - mean_squared_error: 34.5214 - val_loss: 2161.4016 - val_mean_squared_error: 2161.4014
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 42.6645 - mean_squared_error: 42.6645 - val_loss: 2249.2415 - val_mean_squared_error: 2249.2415
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 38.5802 - mean_squared_error: 38.5802 - val_loss: 2089.5957 - val_mean_squared_error: 2089.5955
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 30.7554 - mean_squared_error: 30.7554 - val_loss: 2094.8811 - val_mean_squared_error: 2094.8811
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 34.0709 - mean_squared_error: 34.0709 - val_loss: 2094.6384 - val_mean_squared_error: 2094.6384
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 40.2507 - mean_squared_error: 40.2507 - val_loss: 2007.6508 - val_mean_squared_error: 2007.6508
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 35.1104 - mean_squared_error: 35.1104 - val_loss: 2119.9524 - val_mean_squared_error: 2119.9524
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 33.5638 - mean_squared_error: 33.5638 - val_loss: 2154.6611 - val_mean_squared_error: 2154.6611
2022-12-09 11:28:20.310973: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0007325936516168328
Generation:  10
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(2577, 44)
(286, 44)
Epoch 1/25
2022-12-09 11:28:20.941414: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2389.7759 - mean_squared_error: 2389.7759
2022-12-09 11:28:25.731793: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 54ms/step - loss: 2389.7759 - mean_squared_error: 2389.7759 - val_loss: 930.0173 - val_mean_squared_error: 930.0173
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 126.0454 - mean_squared_error: 126.0454 - val_loss: 1109.2744 - val_mean_squared_error: 1109.2744
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 62.8197 - mean_squared_error: 62.8197 - val_loss: 1388.7003 - val_mean_squared_error: 1388.7003
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 54.2605 - mean_squared_error: 54.2605 - val_loss: 2129.3115 - val_mean_squared_error: 2129.3115
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 53.7295 - mean_squared_error: 53.7295 - val_loss: 2414.7534 - val_mean_squared_error: 2414.7534
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 47.5337 - mean_squared_error: 47.5337 - val_loss: 2334.9548 - val_mean_squared_error: 2334.9548
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 40.3536 - mean_squared_error: 40.3536 - val_loss: 2354.5896 - val_mean_squared_error: 2354.5896
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 39.7848 - mean_squared_error: 39.7848 - val_loss: 2492.8403 - val_mean_squared_error: 2492.8403
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 37.3744 - mean_squared_error: 37.3744 - val_loss: 2527.0981 - val_mean_squared_error: 2527.0981
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 39.1068 - mean_squared_error: 39.1068 - val_loss: 2425.1069 - val_mean_squared_error: 2425.1069
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 39.6681 - mean_squared_error: 39.6681 - val_loss: 2335.5015 - val_mean_squared_error: 2335.5015
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 44.5824 - mean_squared_error: 44.5824 - val_loss: 2285.5950 - val_mean_squared_error: 2285.5950
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 45.2841 - mean_squared_error: 45.2841 - val_loss: 2562.2732 - val_mean_squared_error: 2562.2732
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 40.4669 - mean_squared_error: 40.4669 - val_loss: 2425.9236 - val_mean_squared_error: 2425.9236
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 40.4589 - mean_squared_error: 40.4589 - val_loss: 2329.7319 - val_mean_squared_error: 2329.7319
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 44.5783 - mean_squared_error: 44.5783 - val_loss: 2377.7422 - val_mean_squared_error: 2377.7422
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 36.1140 - mean_squared_error: 36.1140 - val_loss: 2269.9517 - val_mean_squared_error: 2269.9517
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 42.0757 - mean_squared_error: 42.0757 - val_loss: 2182.8689 - val_mean_squared_error: 2182.8689
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 33.7167 - mean_squared_error: 33.7167 - val_loss: 2308.0654 - val_mean_squared_error: 2308.0654
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0732 - mean_squared_error: 38.0732 - val_loss: 2215.0591 - val_mean_squared_error: 2215.0591
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 39.3963 - mean_squared_error: 39.3963 - val_loss: 2299.4175 - val_mean_squared_error: 2299.4175
Epoch 22/25
81/81 [==============================] - 1s 10ms/step - loss: 44.0099 - mean_squared_error: 44.0099 - val_loss: 2328.7693 - val_mean_squared_error: 2328.7693
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 39.7951 - mean_squared_error: 39.7951 - val_loss: 2268.0422 - val_mean_squared_error: 2268.0422
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 35.6357 - mean_squared_error: 35.6357 - val_loss: 2121.0693 - val_mean_squared_error: 2121.0693
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 43.8333 - mean_squared_error: 43.8333 - val_loss: 2108.9082 - val_mean_squared_error: 2108.9082
2022-12-09 11:28:43.932631: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 11:28:44.454647: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2367.1677 - mean_squared_error: 2367.1677
2022-12-09 11:28:49.588007: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2367.1677 - mean_squared_error: 2367.1677 - val_loss: 939.6570 - val_mean_squared_error: 939.6570
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 121.6942 - mean_squared_error: 121.6942 - val_loss: 808.4301 - val_mean_squared_error: 808.4301
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 62.9329 - mean_squared_error: 62.9329 - val_loss: 1556.0247 - val_mean_squared_error: 1556.0245
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 50.1766 - mean_squared_error: 50.1766 - val_loss: 2054.8401 - val_mean_squared_error: 2054.8401
Epoch 5/25
81/81 [==============================] - 1s 8ms/step - loss: 51.3792 - mean_squared_error: 51.3792 - val_loss: 2428.8091 - val_mean_squared_error: 2428.8091
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 47.4121 - mean_squared_error: 47.4121 - val_loss: 2575.3845 - val_mean_squared_error: 2575.3845
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 53.9612 - mean_squared_error: 53.9612 - val_loss: 2538.0166 - val_mean_squared_error: 2538.0166
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 40.7598 - mean_squared_error: 40.7598 - val_loss: 2523.6592 - val_mean_squared_error: 2523.6592
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 41.4720 - mean_squared_error: 41.4720 - val_loss: 2519.6489 - val_mean_squared_error: 2519.6489
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 41.3488 - mean_squared_error: 41.3488 - val_loss: 2470.3149 - val_mean_squared_error: 2470.3149
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 41.2177 - mean_squared_error: 41.2177 - val_loss: 2503.2661 - val_mean_squared_error: 2503.2661
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 40.3201 - mean_squared_error: 40.3201 - val_loss: 2629.7932 - val_mean_squared_error: 2629.7932
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 47.5616 - mean_squared_error: 47.5616 - val_loss: 2428.5696 - val_mean_squared_error: 2428.5696
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 44.3428 - mean_squared_error: 44.3428 - val_loss: 2372.8425 - val_mean_squared_error: 2372.8425
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 42.4132 - mean_squared_error: 42.4132 - val_loss: 2146.5056 - val_mean_squared_error: 2146.5056
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 39.5609 - mean_squared_error: 39.5609 - val_loss: 2267.3174 - val_mean_squared_error: 2267.3174
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 38.1304 - mean_squared_error: 38.1304 - val_loss: 2319.6692 - val_mean_squared_error: 2319.6692
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 39.8572 - mean_squared_error: 39.8572 - val_loss: 2293.2188 - val_mean_squared_error: 2293.2188
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 45.7164 - mean_squared_error: 45.7164 - val_loss: 2159.4202 - val_mean_squared_error: 2159.4202
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 42.9867 - mean_squared_error: 42.9867 - val_loss: 2113.9470 - val_mean_squared_error: 2113.9470
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 37.5300 - mean_squared_error: 37.5300 - val_loss: 2203.9668 - val_mean_squared_error: 2203.9668
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 37.6325 - mean_squared_error: 37.6325 - val_loss: 2201.5989 - val_mean_squared_error: 2201.5989
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 36.6027 - mean_squared_error: 36.6027 - val_loss: 2296.5222 - val_mean_squared_error: 2296.5222
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 40.6047 - mean_squared_error: 40.6047 - val_loss: 2346.5654 - val_mean_squared_error: 2346.5654
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 38.2832 - mean_squared_error: 38.2832 - val_loss: 2248.2424 - val_mean_squared_error: 2248.2424
2022-12-09 11:29:07.954103: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:29:08.619471: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2438.1448 - mean_squared_error: 2438.1448
2022-12-09 11:29:13.789111: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2438.1448 - mean_squared_error: 2438.1448 - val_loss: 708.0264 - val_mean_squared_error: 708.0264
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 107.5855 - mean_squared_error: 107.5855 - val_loss: 1079.1560 - val_mean_squared_error: 1079.1560
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 55.8682 - mean_squared_error: 55.8682 - val_loss: 2030.6326 - val_mean_squared_error: 2030.6326
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 62.0563 - mean_squared_error: 62.0563 - val_loss: 2571.8159 - val_mean_squared_error: 2571.8159
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 45.6927 - mean_squared_error: 45.6927 - val_loss: 2736.6692 - val_mean_squared_error: 2736.6692
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 45.1666 - mean_squared_error: 45.1666 - val_loss: 2841.7100 - val_mean_squared_error: 2841.7100
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 40.7929 - mean_squared_error: 40.7929 - val_loss: 2782.9893 - val_mean_squared_error: 2782.9893
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 42.8499 - mean_squared_error: 42.8499 - val_loss: 2879.5464 - val_mean_squared_error: 2879.5461
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 44.2950 - mean_squared_error: 44.2950 - val_loss: 2761.7419 - val_mean_squared_error: 2761.7419
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 43.5843 - mean_squared_error: 43.5843 - val_loss: 2811.0549 - val_mean_squared_error: 2811.0549
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 48.6057 - mean_squared_error: 48.6057 - val_loss: 2798.9788 - val_mean_squared_error: 2798.9788
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 43.6145 - mean_squared_error: 43.6145 - val_loss: 2770.8665 - val_mean_squared_error: 2770.8665
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 44.2573 - mean_squared_error: 44.2573 - val_loss: 2747.3066 - val_mean_squared_error: 2747.3066
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 36.4440 - mean_squared_error: 36.4440 - val_loss: 2749.8765 - val_mean_squared_error: 2749.8765
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 40.1425 - mean_squared_error: 40.1425 - val_loss: 2808.3953 - val_mean_squared_error: 2808.3953
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 41.3550 - mean_squared_error: 41.3550 - val_loss: 2670.8877 - val_mean_squared_error: 2670.8877
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 40.0651 - mean_squared_error: 40.0651 - val_loss: 2670.2976 - val_mean_squared_error: 2670.2976
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 40.2837 - mean_squared_error: 40.2837 - val_loss: 2721.5703 - val_mean_squared_error: 2721.5703
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 37.1504 - mean_squared_error: 37.1504 - val_loss: 2637.9998 - val_mean_squared_error: 2637.9998
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 38.7830 - mean_squared_error: 38.7830 - val_loss: 2587.0649 - val_mean_squared_error: 2587.0649
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 37.3212 - mean_squared_error: 37.3212 - val_loss: 2601.1074 - val_mean_squared_error: 2601.1074
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 41.9675 - mean_squared_error: 41.9675 - val_loss: 2510.9204 - val_mean_squared_error: 2510.9204
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 36.1142 - mean_squared_error: 36.1142 - val_loss: 2587.3655 - val_mean_squared_error: 2587.3655
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 42.0429 - mean_squared_error: 42.0429 - val_loss: 2580.6086 - val_mean_squared_error: 2580.6086
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 38.9961 - mean_squared_error: 38.9961 - val_loss: 2495.3635 - val_mean_squared_error: 2495.3635
2022-12-09 11:29:32.183742: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:29:32.722629: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2388.1570 - mean_squared_error: 2388.1570
2022-12-09 11:29:37.931076: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2388.1570 - mean_squared_error: 2388.1570 - val_loss: 932.4903 - val_mean_squared_error: 932.4903
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 109.3325 - mean_squared_error: 109.3325 - val_loss: 1086.2999 - val_mean_squared_error: 1086.2999
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 67.9028 - mean_squared_error: 67.9028 - val_loss: 2102.1023 - val_mean_squared_error: 2102.1023
Epoch 4/25
81/81 [==============================] - 1s 13ms/step - loss: 54.7148 - mean_squared_error: 54.7148 - val_loss: 2584.0972 - val_mean_squared_error: 2584.0972
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 49.9625 - mean_squared_error: 49.9625 - val_loss: 2599.5713 - val_mean_squared_error: 2599.5713
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 44.0193 - mean_squared_error: 44.0193 - val_loss: 2612.7615 - val_mean_squared_error: 2612.7615
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 37.9054 - mean_squared_error: 37.9054 - val_loss: 2537.1863 - val_mean_squared_error: 2537.1863
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 38.8217 - mean_squared_error: 38.8217 - val_loss: 2423.5671 - val_mean_squared_error: 2423.5671
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 44.1757 - mean_squared_error: 44.1757 - val_loss: 2237.6924 - val_mean_squared_error: 2237.6924
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 40.7561 - mean_squared_error: 40.7561 - val_loss: 2291.0911 - val_mean_squared_error: 2291.0911
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 38.9908 - mean_squared_error: 38.9908 - val_loss: 2277.0757 - val_mean_squared_error: 2277.0757
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 42.5046 - mean_squared_error: 42.5046 - val_loss: 2158.5679 - val_mean_squared_error: 2158.5679
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 35.5188 - mean_squared_error: 35.5188 - val_loss: 2285.8042 - val_mean_squared_error: 2285.8042
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 36.1301 - mean_squared_error: 36.1301 - val_loss: 2298.1182 - val_mean_squared_error: 2298.1182
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 33.4670 - mean_squared_error: 33.4670 - val_loss: 2116.5630 - val_mean_squared_error: 2116.5630
Epoch 16/25
81/81 [==============================] - 1s 10ms/step - loss: 35.2651 - mean_squared_error: 35.2651 - val_loss: 2198.4495 - val_mean_squared_error: 2198.4495
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 34.4789 - mean_squared_error: 34.4789 - val_loss: 2204.3857 - val_mean_squared_error: 2204.3857
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 36.1857 - mean_squared_error: 36.1857 - val_loss: 2132.4092 - val_mean_squared_error: 2132.4092
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 41.7082 - mean_squared_error: 41.7082 - val_loss: 2206.7441 - val_mean_squared_error: 2206.7441
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 45.5657 - mean_squared_error: 45.5657 - val_loss: 1992.0463 - val_mean_squared_error: 1992.0463
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 41.4925 - mean_squared_error: 41.4925 - val_loss: 2038.7448 - val_mean_squared_error: 2038.7448
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 33.4688 - mean_squared_error: 33.4688 - val_loss: 2232.4648 - val_mean_squared_error: 2232.4648
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 42.3061 - mean_squared_error: 42.3061 - val_loss: 2226.8423 - val_mean_squared_error: 2226.8423
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 41.5078 - mean_squared_error: 41.5078 - val_loss: 2086.5146 - val_mean_squared_error: 2086.5146
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 33.2794 - mean_squared_error: 33.2794 - val_loss: 2046.2174 - val_mean_squared_error: 2046.2174
2022-12-09 11:29:56.354831: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 11:29:56.913403: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2395.9124 - mean_squared_error: 2395.9124
2022-12-09 11:30:02.175586: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2395.9124 - mean_squared_error: 2395.9124 - val_loss: 983.6039 - val_mean_squared_error: 983.6039
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 93.1462 - mean_squared_error: 93.1462 - val_loss: 1123.7369 - val_mean_squared_error: 1123.7369
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 56.0121 - mean_squared_error: 56.0121 - val_loss: 2062.9509 - val_mean_squared_error: 2062.9509
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 47.1489 - mean_squared_error: 47.1489 - val_loss: 2471.5481 - val_mean_squared_error: 2471.5481
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 44.5697 - mean_squared_error: 44.5697 - val_loss: 2646.9924 - val_mean_squared_error: 2646.9924
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 43.3934 - mean_squared_error: 43.3934 - val_loss: 2685.5122 - val_mean_squared_error: 2685.5120
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 45.4407 - mean_squared_error: 45.4407 - val_loss: 2675.3611 - val_mean_squared_error: 2675.3611
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 40.6268 - mean_squared_error: 40.6268 - val_loss: 2673.5933 - val_mean_squared_error: 2673.5933
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 48.9251 - mean_squared_error: 48.9251 - val_loss: 2603.7939 - val_mean_squared_error: 2603.7939
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 46.9235 - mean_squared_error: 46.9235 - val_loss: 2547.0884 - val_mean_squared_error: 2547.0884
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 42.7265 - mean_squared_error: 42.7265 - val_loss: 2548.4265 - val_mean_squared_error: 2548.4265
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 39.1755 - mean_squared_error: 39.1755 - val_loss: 2564.8652 - val_mean_squared_error: 2564.8652
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 37.4129 - mean_squared_error: 37.4129 - val_loss: 2632.9092 - val_mean_squared_error: 2632.9092
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 49.2456 - mean_squared_error: 49.2456 - val_loss: 2568.6038 - val_mean_squared_error: 2568.6038
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 40.0889 - mean_squared_error: 40.0889 - val_loss: 2471.5371 - val_mean_squared_error: 2471.5371
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 40.0721 - mean_squared_error: 40.0721 - val_loss: 2512.5935 - val_mean_squared_error: 2512.5935
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 56.1005 - mean_squared_error: 56.1005 - val_loss: 2569.1619 - val_mean_squared_error: 2569.1619
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 35.1980 - mean_squared_error: 35.1980 - val_loss: 2454.8542 - val_mean_squared_error: 2454.8542
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 40.9129 - mean_squared_error: 40.9129 - val_loss: 2369.7124 - val_mean_squared_error: 2369.7124
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 40.4154 - mean_squared_error: 40.4154 - val_loss: 2340.3813 - val_mean_squared_error: 2340.3813
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 41.7601 - mean_squared_error: 41.7601 - val_loss: 2332.3755 - val_mean_squared_error: 2332.3755
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 42.4925 - mean_squared_error: 42.4925 - val_loss: 2295.9963 - val_mean_squared_error: 2295.9963
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 34.9429 - mean_squared_error: 34.9429 - val_loss: 2296.5847 - val_mean_squared_error: 2296.5847
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 42.0143 - mean_squared_error: 42.0143 - val_loss: 2393.2695 - val_mean_squared_error: 2393.2695
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 36.9101 - mean_squared_error: 36.9101 - val_loss: 2295.4924 - val_mean_squared_error: 2295.4924
2022-12-09 11:30:20.398383: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0004845963180322993
Generation:  11
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 ...
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:30:21.023075: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2422.0266 - mean_squared_error: 2422.0266
2022-12-09 11:30:26.302539: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2422.0266 - mean_squared_error: 2422.0266 - val_loss: 751.2663 - val_mean_squared_error: 751.2663
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 118.0640 - mean_squared_error: 118.0640 - val_loss: 945.9554 - val_mean_squared_error: 945.9554
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 73.6102 - mean_squared_error: 73.6102 - val_loss: 1947.1630 - val_mean_squared_error: 1947.1630
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 57.7636 - mean_squared_error: 57.7636 - val_loss: 2422.9124 - val_mean_squared_error: 2422.9124
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 47.9256 - mean_squared_error: 47.9256 - val_loss: 2599.5481 - val_mean_squared_error: 2599.5481
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 45.6041 - mean_squared_error: 45.6041 - val_loss: 2581.1082 - val_mean_squared_error: 2581.1082
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 37.6385 - mean_squared_error: 37.6385 - val_loss: 2477.2383 - val_mean_squared_error: 2477.2383
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 42.0521 - mean_squared_error: 42.0521 - val_loss: 2530.9905 - val_mean_squared_error: 2530.9905
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 40.2988 - mean_squared_error: 40.2988 - val_loss: 2496.9182 - val_mean_squared_error: 2496.9182
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 43.4270 - mean_squared_error: 43.4270 - val_loss: 2393.4980 - val_mean_squared_error: 2393.4980
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 42.8090 - mean_squared_error: 42.8090 - val_loss: 2420.1326 - val_mean_squared_error: 2420.1326
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 43.1860 - mean_squared_error: 43.1860 - val_loss: 2486.6335 - val_mean_squared_error: 2486.6335
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 36.6368 - mean_squared_error: 36.6368 - val_loss: 2421.4966 - val_mean_squared_error: 2421.4966
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 37.3178 - mean_squared_error: 37.3178 - val_loss: 2422.0317 - val_mean_squared_error: 2422.0317
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 34.6992 - mean_squared_error: 34.6992 - val_loss: 2384.5391 - val_mean_squared_error: 2384.5391
Epoch 16/25
81/81 [==============================] - 1s 10ms/step - loss: 35.5468 - mean_squared_error: 35.5468 - val_loss: 2463.8889 - val_mean_squared_error: 2463.8889
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 39.9189 - mean_squared_error: 39.9189 - val_loss: 2429.2671 - val_mean_squared_error: 2429.2671
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 34.1739 - mean_squared_error: 34.1739 - val_loss: 2447.4236 - val_mean_squared_error: 2447.4236
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 35.3687 - mean_squared_error: 35.3687 - val_loss: 2237.9495 - val_mean_squared_error: 2237.9495
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 38.3574 - mean_squared_error: 38.3574 - val_loss: 2367.3657 - val_mean_squared_error: 2367.3657
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 40.0743 - mean_squared_error: 40.0743 - val_loss: 2262.0320 - val_mean_squared_error: 2262.0320
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 40.2498 - mean_squared_error: 40.2498 - val_loss: 2326.8306 - val_mean_squared_error: 2326.8306
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 35.1225 - mean_squared_error: 35.1225 - val_loss: 2292.8789 - val_mean_squared_error: 2292.8789
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 38.7956 - mean_squared_error: 38.7956 - val_loss: 2314.2432 - val_mean_squared_error: 2314.2432
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 40.4087 - mean_squared_error: 40.4087 - val_loss: 2268.6912 - val_mean_squared_error: 2268.6912
2022-12-09 11:30:44.696853: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.82922519 ... 0.         0.         0.        ]
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 ...
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(2577, 44)
(286, 44)
Epoch 1/25
2022-12-09 11:30:45.335256: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2330.2563 - mean_squared_error: 2330.2563
2022-12-09 11:30:50.598261: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2330.2563 - mean_squared_error: 2330.2563 - val_loss: 992.5120 - val_mean_squared_error: 992.5120
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 122.4957 - mean_squared_error: 122.4957 - val_loss: 1116.3727 - val_mean_squared_error: 1116.3726
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 66.4924 - mean_squared_error: 66.4924 - val_loss: 1574.8704 - val_mean_squared_error: 1574.8704
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 52.1145 - mean_squared_error: 52.1145 - val_loss: 2133.9507 - val_mean_squared_error: 2133.9507
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 46.4667 - mean_squared_error: 46.4667 - val_loss: 2182.1633 - val_mean_squared_error: 2182.1633
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 46.7479 - mean_squared_error: 46.7479 - val_loss: 2340.9941 - val_mean_squared_error: 2340.9941
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 42.5064 - mean_squared_error: 42.5064 - val_loss: 2340.3723 - val_mean_squared_error: 2340.3723
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 41.4812 - mean_squared_error: 41.4812 - val_loss: 2272.0288 - val_mean_squared_error: 2272.0288
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 47.0424 - mean_squared_error: 47.0424 - val_loss: 2416.9365 - val_mean_squared_error: 2416.9365
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 48.5423 - mean_squared_error: 48.5423 - val_loss: 2221.8130 - val_mean_squared_error: 2221.8130
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 41.1572 - mean_squared_error: 41.1572 - val_loss: 2169.4089 - val_mean_squared_error: 2169.4089
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 42.3460 - mean_squared_error: 42.3460 - val_loss: 2252.6899 - val_mean_squared_error: 2252.6897
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 45.1286 - mean_squared_error: 45.1286 - val_loss: 1962.8979 - val_mean_squared_error: 1962.8979
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 36.3944 - mean_squared_error: 36.3944 - val_loss: 2087.1042 - val_mean_squared_error: 2087.1042
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 36.2975 - mean_squared_error: 36.2975 - val_loss: 2102.1882 - val_mean_squared_error: 2102.1882
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 44.9612 - mean_squared_error: 44.9612 - val_loss: 2157.2661 - val_mean_squared_error: 2157.2661
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 39.1214 - mean_squared_error: 39.1214 - val_loss: 2202.8557 - val_mean_squared_error: 2202.8557
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 40.7001 - mean_squared_error: 40.7001 - val_loss: 1982.5695 - val_mean_squared_error: 1982.5695
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 36.1825 - mean_squared_error: 36.1825 - val_loss: 1974.9462 - val_mean_squared_error: 1974.9462
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 38.5404 - mean_squared_error: 38.5404 - val_loss: 2157.5154 - val_mean_squared_error: 2157.5154
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 39.9433 - mean_squared_error: 39.9433 - val_loss: 2010.0511 - val_mean_squared_error: 2010.0511
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 48.8028 - mean_squared_error: 48.8028 - val_loss: 2060.9990 - val_mean_squared_error: 2060.9990
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 43.9261 - mean_squared_error: 43.9261 - val_loss: 1971.7760 - val_mean_squared_error: 1971.7760
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 48.0344 - mean_squared_error: 48.0344 - val_loss: 1984.4615 - val_mean_squared_error: 1984.4615
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 35.8211 - mean_squared_error: 35.8211 - val_loss: 2000.7201 - val_mean_squared_error: 2000.7201
2022-12-09 11:31:09.137131: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.82922519 ... 0.         0.         0.        ]
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 ...
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 11:31:09.813221: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2373.1111 - mean_squared_error: 2373.1111
2022-12-09 11:31:15.099824: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2373.1111 - mean_squared_error: 2373.1111 - val_loss: 913.6193 - val_mean_squared_error: 913.6193
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 115.0578 - mean_squared_error: 115.0578 - val_loss: 1052.6930 - val_mean_squared_error: 1052.6930
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 64.5239 - mean_squared_error: 64.5239 - val_loss: 2082.2058 - val_mean_squared_error: 2082.2058
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 55.7517 - mean_squared_error: 55.7517 - val_loss: 2313.2351 - val_mean_squared_error: 2313.2351
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 50.9330 - mean_squared_error: 50.9330 - val_loss: 2571.3496 - val_mean_squared_error: 2571.3496
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 52.6795 - mean_squared_error: 52.6795 - val_loss: 2469.3647 - val_mean_squared_error: 2469.3645
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 46.0222 - mean_squared_error: 46.0222 - val_loss: 2511.9155 - val_mean_squared_error: 2511.9155
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 48.6634 - mean_squared_error: 48.6634 - val_loss: 2490.8171 - val_mean_squared_error: 2490.8171
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 41.9690 - mean_squared_error: 41.9690 - val_loss: 2476.8726 - val_mean_squared_error: 2476.8726
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 40.4291 - mean_squared_error: 40.4291 - val_loss: 2426.5154 - val_mean_squared_error: 2426.5154
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 41.7229 - mean_squared_error: 41.7229 - val_loss: 2272.1677 - val_mean_squared_error: 2272.1677
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 41.9461 - mean_squared_error: 41.9461 - val_loss: 2426.3540 - val_mean_squared_error: 2426.3540
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 38.4462 - mean_squared_error: 38.4462 - val_loss: 2293.2959 - val_mean_squared_error: 2293.2959
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 43.3509 - mean_squared_error: 43.3509 - val_loss: 2273.1277 - val_mean_squared_error: 2273.1277
Epoch 15/25
81/81 [==============================] - 1s 10ms/step - loss: 37.6101 - mean_squared_error: 37.6101 - val_loss: 2207.0977 - val_mean_squared_error: 2207.0977
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 40.0354 - mean_squared_error: 40.0354 - val_loss: 2191.1440 - val_mean_squared_error: 2191.1440
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 39.9137 - mean_squared_error: 39.9137 - val_loss: 2200.6262 - val_mean_squared_error: 2200.6262
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 38.9714 - mean_squared_error: 38.9714 - val_loss: 2105.9824 - val_mean_squared_error: 2105.9824
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 37.8712 - mean_squared_error: 37.8712 - val_loss: 2181.6777 - val_mean_squared_error: 2181.6777
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 40.3171 - mean_squared_error: 40.3171 - val_loss: 2086.0659 - val_mean_squared_error: 2086.0659
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 40.0421 - mean_squared_error: 40.0421 - val_loss: 2094.1470 - val_mean_squared_error: 2094.1470
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 41.9444 - mean_squared_error: 41.9444 - val_loss: 2097.1470 - val_mean_squared_error: 2097.1470
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 42.7414 - mean_squared_error: 42.7414 - val_loss: 2043.1772 - val_mean_squared_error: 2043.1772
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 43.0870 - mean_squared_error: 43.0870 - val_loss: 2001.0262 - val_mean_squared_error: 2001.0262
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 40.8147 - mean_squared_error: 40.8147 - val_loss: 2001.4646 - val_mean_squared_error: 2001.4646
2022-12-09 11:31:33.596368: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.12548801 0.82922519 0.76015828 ... 0.         0.         0.        ]
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 ...
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 11:31:34.183489: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2334.9026 - mean_squared_error: 2334.9026
2022-12-09 11:31:40.514379: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 67ms/step - loss: 2334.9026 - mean_squared_error: 2334.9026 - val_loss: 754.7599 - val_mean_squared_error: 754.7599
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 91.1359 - mean_squared_error: 91.1359 - val_loss: 748.7007 - val_mean_squared_error: 748.7007
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 57.5047 - mean_squared_error: 57.5047 - val_loss: 1703.5121 - val_mean_squared_error: 1703.5121
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 46.9542 - mean_squared_error: 46.9542 - val_loss: 2305.5884 - val_mean_squared_error: 2305.5884
Epoch 5/25
81/81 [==============================] - 1s 8ms/step - loss: 42.1486 - mean_squared_error: 42.1486 - val_loss: 2463.8831 - val_mean_squared_error: 2463.8831
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 42.3447 - mean_squared_error: 42.3447 - val_loss: 2622.5911 - val_mean_squared_error: 2622.5911
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 52.8758 - mean_squared_error: 52.8758 - val_loss: 2557.1873 - val_mean_squared_error: 2557.1873
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 47.0855 - mean_squared_error: 47.0855 - val_loss: 2434.1550 - val_mean_squared_error: 2434.1550
Epoch 9/25
81/81 [==============================] - 1s 11ms/step - loss: 46.6499 - mean_squared_error: 46.6499 - val_loss: 2447.6321 - val_mean_squared_error: 2447.6321
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 40.7882 - mean_squared_error: 40.7882 - val_loss: 2482.0659 - val_mean_squared_error: 2482.0659
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 42.0000 - mean_squared_error: 42.0000 - val_loss: 2418.3867 - val_mean_squared_error: 2418.3867
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 45.0229 - mean_squared_error: 45.0229 - val_loss: 2541.1084 - val_mean_squared_error: 2541.1084
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 43.8260 - mean_squared_error: 43.8260 - val_loss: 2353.7568 - val_mean_squared_error: 2353.7568
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 41.0881 - mean_squared_error: 41.0881 - val_loss: 2410.1580 - val_mean_squared_error: 2410.1580
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 49.6163 - mean_squared_error: 49.6163 - val_loss: 2306.4004 - val_mean_squared_error: 2306.4004
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 45.0589 - mean_squared_error: 45.0589 - val_loss: 2431.7139 - val_mean_squared_error: 2431.7139
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 42.4302 - mean_squared_error: 42.4302 - val_loss: 2327.7236 - val_mean_squared_error: 2327.7236
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 37.8225 - mean_squared_error: 37.8225 - val_loss: 2312.1543 - val_mean_squared_error: 2312.1543
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 38.7119 - mean_squared_error: 38.7119 - val_loss: 2350.9199 - val_mean_squared_error: 2350.9199
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 44.3379 - mean_squared_error: 44.3379 - val_loss: 2238.9014 - val_mean_squared_error: 2238.9014
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 36.5977 - mean_squared_error: 36.5977 - val_loss: 2267.4407 - val_mean_squared_error: 2267.4407
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 43.6017 - mean_squared_error: 43.6017 - val_loss: 2188.6433 - val_mean_squared_error: 2188.6433
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 42.1623 - mean_squared_error: 42.1623 - val_loss: 2214.6689 - val_mean_squared_error: 2214.6689
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 45.0534 - mean_squared_error: 45.0534 - val_loss: 2196.1326 - val_mean_squared_error: 2196.1326
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 39.1395 - mean_squared_error: 39.1395 - val_loss: 2136.5269 - val_mean_squared_error: 2136.5269
2022-12-09 11:31:59.263673: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
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(2577, 44)
(286, 44)
Epoch 1/25
2022-12-09 11:31:59.942556: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2380.1282 - mean_squared_error: 2380.1282
2022-12-09 11:32:05.261970: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2380.1282 - mean_squared_error: 2380.1282 - val_loss: 697.6869 - val_mean_squared_error: 697.6869
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 112.4145 - mean_squared_error: 112.4145 - val_loss: 936.2437 - val_mean_squared_error: 936.2437
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 75.5719 - mean_squared_error: 75.5719 - val_loss: 1997.5205 - val_mean_squared_error: 1997.5205
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 60.1790 - mean_squared_error: 60.1790 - val_loss: 2602.3096 - val_mean_squared_error: 2602.3096
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 52.2277 - mean_squared_error: 52.2277 - val_loss: 2740.2407 - val_mean_squared_error: 2740.2407
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 44.8954 - mean_squared_error: 44.8954 - val_loss: 2832.7883 - val_mean_squared_error: 2832.7883
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 44.8568 - mean_squared_error: 44.8568 - val_loss: 2815.3704 - val_mean_squared_error: 2815.3704
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 37.5263 - mean_squared_error: 37.5263 - val_loss: 2763.7566 - val_mean_squared_error: 2763.7566
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 41.9273 - mean_squared_error: 41.9273 - val_loss: 2768.3137 - val_mean_squared_error: 2768.3137
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 42.0532 - mean_squared_error: 42.0532 - val_loss: 2716.0029 - val_mean_squared_error: 2716.0029
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 37.0663 - mean_squared_error: 37.0663 - val_loss: 2698.1152 - val_mean_squared_error: 2698.1152
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 37.9771 - mean_squared_error: 37.9771 - val_loss: 2662.9441 - val_mean_squared_error: 2662.9441
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 39.6869 - mean_squared_error: 39.6869 - val_loss: 2642.0132 - val_mean_squared_error: 2642.0132
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 35.5453 - mean_squared_error: 35.5453 - val_loss: 2660.6853 - val_mean_squared_error: 2660.6853
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 40.9435 - mean_squared_error: 40.9435 - val_loss: 2602.1611 - val_mean_squared_error: 2602.1611
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 33.5777 - mean_squared_error: 33.5777 - val_loss: 2618.0901 - val_mean_squared_error: 2618.0901
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 45.4095 - mean_squared_error: 45.4095 - val_loss: 2650.8318 - val_mean_squared_error: 2650.8318
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 38.7028 - mean_squared_error: 38.7028 - val_loss: 2564.6091 - val_mean_squared_error: 2564.6091
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 36.3252 - mean_squared_error: 36.3252 - val_loss: 2589.5330 - val_mean_squared_error: 2589.5330
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 32.6475 - mean_squared_error: 32.6475 - val_loss: 2522.5198 - val_mean_squared_error: 2522.5198
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 32.9606 - mean_squared_error: 32.9606 - val_loss: 2482.2185 - val_mean_squared_error: 2482.2185
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 38.1038 - mean_squared_error: 38.1038 - val_loss: 2569.9927 - val_mean_squared_error: 2569.9927
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 38.6066 - mean_squared_error: 38.6066 - val_loss: 2443.4502 - val_mean_squared_error: 2443.4502
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 43.2250 - mean_squared_error: 43.2250 - val_loss: 2447.6658 - val_mean_squared_error: 2447.6658
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 38.1802 - mean_squared_error: 38.1802 - val_loss: 2421.8320 - val_mean_squared_error: 2421.8320
2022-12-09 11:32:23.854450: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.000495577398754771
Generation:  12
[[0.6994447  0.12548801 0.82922519 ... 0.         0.         0.        ]
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 11:32:24.524443: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2303.3232 - mean_squared_error: 2303.3232
2022-12-09 11:32:29.534155: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 54ms/step - loss: 2303.3232 - mean_squared_error: 2303.3232 - val_loss: 814.5408 - val_mean_squared_error: 814.5408
Epoch 2/25
81/81 [==============================] - 1s 18ms/step - loss: 116.0685 - mean_squared_error: 116.0685 - val_loss: 1115.3933 - val_mean_squared_error: 1115.3933
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 67.3269 - mean_squared_error: 67.3269 - val_loss: 1865.0719 - val_mean_squared_error: 1865.0719
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 50.8635 - mean_squared_error: 50.8635 - val_loss: 2271.3538 - val_mean_squared_error: 2271.3538
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 51.4441 - mean_squared_error: 51.4441 - val_loss: 2586.1011 - val_mean_squared_error: 2586.1011
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 47.1349 - mean_squared_error: 47.1349 - val_loss: 2637.0474 - val_mean_squared_error: 2637.0474
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 50.7658 - mean_squared_error: 50.7658 - val_loss: 2698.8479 - val_mean_squared_error: 2698.8479
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 46.2133 - mean_squared_error: 46.2133 - val_loss: 2756.3650 - val_mean_squared_error: 2756.3650
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 46.7946 - mean_squared_error: 46.7946 - val_loss: 2704.9851 - val_mean_squared_error: 2704.9851
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 56.2583 - mean_squared_error: 56.2583 - val_loss: 2628.3030 - val_mean_squared_error: 2628.3030
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 38.8630 - mean_squared_error: 38.8630 - val_loss: 2674.4695 - val_mean_squared_error: 2674.4695
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 39.4939 - mean_squared_error: 39.4939 - val_loss: 2590.3384 - val_mean_squared_error: 2590.3384
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 44.7747 - mean_squared_error: 44.7747 - val_loss: 2513.4958 - val_mean_squared_error: 2513.4958
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 43.2941 - mean_squared_error: 43.2941 - val_loss: 2600.4172 - val_mean_squared_error: 2600.4172
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 46.7241 - mean_squared_error: 46.7241 - val_loss: 2417.6777 - val_mean_squared_error: 2417.6777
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 38.1150 - mean_squared_error: 38.1150 - val_loss: 2507.3279 - val_mean_squared_error: 2507.3279
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 39.2803 - mean_squared_error: 39.2803 - val_loss: 2546.6997 - val_mean_squared_error: 2546.6997
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 48.7123 - mean_squared_error: 48.7123 - val_loss: 2397.7866 - val_mean_squared_error: 2397.7866
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 47.7637 - mean_squared_error: 47.7637 - val_loss: 2360.6384 - val_mean_squared_error: 2360.6384
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 40.6535 - mean_squared_error: 40.6535 - val_loss: 2432.9854 - val_mean_squared_error: 2432.9854
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 42.1576 - mean_squared_error: 42.1576 - val_loss: 2492.3740 - val_mean_squared_error: 2492.3740
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 40.8972 - mean_squared_error: 40.8972 - val_loss: 2268.8508 - val_mean_squared_error: 2268.8508
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 46.7761 - mean_squared_error: 46.7761 - val_loss: 2406.6768 - val_mean_squared_error: 2406.6768
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 38.5975 - mean_squared_error: 38.5975 - val_loss: 2444.6956 - val_mean_squared_error: 2444.6956
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 35.8445 - mean_squared_error: 35.8445 - val_loss: 2348.1321 - val_mean_squared_error: 2348.1321
2022-12-09 11:32:48.300269: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.82922519 ... 0.         0.         0.        ]
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(2577, 44)
(286, 44)
Epoch 1/25
2022-12-09 11:32:48.901000: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2368.9153 - mean_squared_error: 2368.9153
2022-12-09 11:32:54.365341: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 61ms/step - loss: 2368.9153 - mean_squared_error: 2368.9153 - val_loss: 858.8193 - val_mean_squared_error: 858.8193
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 110.1913 - mean_squared_error: 110.1913 - val_loss: 1123.4049 - val_mean_squared_error: 1123.4049
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 57.7847 - mean_squared_error: 57.7847 - val_loss: 1936.3822 - val_mean_squared_error: 1936.3822
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 48.6202 - mean_squared_error: 48.6202 - val_loss: 2519.4626 - val_mean_squared_error: 2519.4626
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 49.8680 - mean_squared_error: 49.8680 - val_loss: 2663.3132 - val_mean_squared_error: 2663.3132
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 44.3748 - mean_squared_error: 44.3748 - val_loss: 2723.3218 - val_mean_squared_error: 2723.3218
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 43.7411 - mean_squared_error: 43.7411 - val_loss: 2697.5261 - val_mean_squared_error: 2697.5261
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 41.1885 - mean_squared_error: 41.1885 - val_loss: 2737.5959 - val_mean_squared_error: 2737.5959
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 46.5866 - mean_squared_error: 46.5866 - val_loss: 2737.2419 - val_mean_squared_error: 2737.2419
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 42.1871 - mean_squared_error: 42.1871 - val_loss: 2659.7578 - val_mean_squared_error: 2659.7578
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 40.2101 - mean_squared_error: 40.2101 - val_loss: 2665.5186 - val_mean_squared_error: 2665.5186
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 55.8560 - mean_squared_error: 55.8560 - val_loss: 2510.4216 - val_mean_squared_error: 2510.4216
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 37.7189 - mean_squared_error: 37.7189 - val_loss: 2658.5571 - val_mean_squared_error: 2658.5571
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 37.5887 - mean_squared_error: 37.5887 - val_loss: 2547.2156 - val_mean_squared_error: 2547.2156
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 41.8491 - mean_squared_error: 41.8491 - val_loss: 2704.2192 - val_mean_squared_error: 2704.2192
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 39.1199 - mean_squared_error: 39.1199 - val_loss: 2644.5054 - val_mean_squared_error: 2644.5054
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 41.2171 - mean_squared_error: 41.2171 - val_loss: 2535.7029 - val_mean_squared_error: 2535.7029
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 46.1205 - mean_squared_error: 46.1205 - val_loss: 2497.5359 - val_mean_squared_error: 2497.5359
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 36.8829 - mean_squared_error: 36.8829 - val_loss: 2579.9363 - val_mean_squared_error: 2579.9363
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 41.9610 - mean_squared_error: 41.9610 - val_loss: 2545.8408 - val_mean_squared_error: 2545.8408
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 35.5870 - mean_squared_error: 35.5870 - val_loss: 2369.9290 - val_mean_squared_error: 2369.9290
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 39.8938 - mean_squared_error: 39.8938 - val_loss: 2592.6946 - val_mean_squared_error: 2592.6946
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 42.3932 - mean_squared_error: 42.3932 - val_loss: 2482.8274 - val_mean_squared_error: 2482.8274
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 39.3857 - mean_squared_error: 39.3857 - val_loss: 2273.4739 - val_mean_squared_error: 2273.4739
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 40.5561 - mean_squared_error: 40.5561 - val_loss: 2540.3528 - val_mean_squared_error: 2540.3528
2022-12-09 11:33:12.861504: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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 ...
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 11:33:13.475315: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2357.4575 - mean_squared_error: 2357.4575
2022-12-09 11:33:18.895956: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2357.4575 - mean_squared_error: 2357.4575 - val_loss: 564.8382 - val_mean_squared_error: 564.8382
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 79.5069 - mean_squared_error: 79.5069 - val_loss: 953.5555 - val_mean_squared_error: 953.5555
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 57.8978 - mean_squared_error: 57.8978 - val_loss: 2116.4138 - val_mean_squared_error: 2116.4138
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 46.1195 - mean_squared_error: 46.1195 - val_loss: 2667.7610 - val_mean_squared_error: 2667.7610
Epoch 5/25
81/81 [==============================] - 1s 8ms/step - loss: 54.3899 - mean_squared_error: 54.3899 - val_loss: 2744.1848 - val_mean_squared_error: 2744.1848
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 52.4446 - mean_squared_error: 52.4446 - val_loss: 2739.5332 - val_mean_squared_error: 2739.5332
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 44.0389 - mean_squared_error: 44.0389 - val_loss: 2776.2507 - val_mean_squared_error: 2776.2507
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 44.4985 - mean_squared_error: 44.4985 - val_loss: 2773.9194 - val_mean_squared_error: 2773.9194
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 39.6767 - mean_squared_error: 39.6767 - val_loss: 2784.3115 - val_mean_squared_error: 2784.3115
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 45.7987 - mean_squared_error: 45.7987 - val_loss: 2727.8872 - val_mean_squared_error: 2727.8872
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 39.0593 - mean_squared_error: 39.0593 - val_loss: 2723.0696 - val_mean_squared_error: 2723.0696
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 45.2648 - mean_squared_error: 45.2648 - val_loss: 2727.9521 - val_mean_squared_error: 2727.9521
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 51.1371 - mean_squared_error: 51.1371 - val_loss: 2748.8259 - val_mean_squared_error: 2748.8259
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 40.3153 - mean_squared_error: 40.3153 - val_loss: 2673.9277 - val_mean_squared_error: 2673.9277
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 41.4815 - mean_squared_error: 41.4815 - val_loss: 2692.3696 - val_mean_squared_error: 2692.3696
Epoch 16/25
81/81 [==============================] - 1s 10ms/step - loss: 42.8197 - mean_squared_error: 42.8197 - val_loss: 2671.2378 - val_mean_squared_error: 2671.2378
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 43.0088 - mean_squared_error: 43.0088 - val_loss: 2628.2847 - val_mean_squared_error: 2628.2844
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 36.9262 - mean_squared_error: 36.9262 - val_loss: 2624.3237 - val_mean_squared_error: 2624.3237
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 41.7904 - mean_squared_error: 41.7904 - val_loss: 2647.6602 - val_mean_squared_error: 2647.6602
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 43.9038 - mean_squared_error: 43.9038 - val_loss: 2638.0901 - val_mean_squared_error: 2638.0901
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 40.1107 - mean_squared_error: 40.1107 - val_loss: 2609.6851 - val_mean_squared_error: 2609.6851
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0704 - mean_squared_error: 37.0704 - val_loss: 2585.2773 - val_mean_squared_error: 2585.2773
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 44.3800 - mean_squared_error: 44.3800 - val_loss: 2642.8091 - val_mean_squared_error: 2642.8091
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 39.4253 - mean_squared_error: 39.4253 - val_loss: 2569.0002 - val_mean_squared_error: 2569.0002
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 49.3148 - mean_squared_error: 49.3148 - val_loss: 2616.4331 - val_mean_squared_error: 2616.4331
2022-12-09 11:33:37.198187: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:33:37.778951: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2354.3657 - mean_squared_error: 2354.3657
2022-12-09 11:33:43.197808: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 61ms/step - loss: 2354.3657 - mean_squared_error: 2354.3657 - val_loss: 794.6311 - val_mean_squared_error: 794.6311
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 92.5071 - mean_squared_error: 92.5071 - val_loss: 1307.2843 - val_mean_squared_error: 1307.2843
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 66.8742 - mean_squared_error: 66.8742 - val_loss: 2242.9319 - val_mean_squared_error: 2242.9319
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 50.4632 - mean_squared_error: 50.4632 - val_loss: 2711.1831 - val_mean_squared_error: 2711.1831
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 46.9062 - mean_squared_error: 46.9062 - val_loss: 2786.0134 - val_mean_squared_error: 2786.0134
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 40.0846 - mean_squared_error: 40.0846 - val_loss: 2849.4722 - val_mean_squared_error: 2849.4719
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 44.3065 - mean_squared_error: 44.3065 - val_loss: 2871.2742 - val_mean_squared_error: 2871.2742
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 34.9267 - mean_squared_error: 34.9267 - val_loss: 2866.1409 - val_mean_squared_error: 2866.1409
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 40.2962 - mean_squared_error: 40.2962 - val_loss: 2805.5413 - val_mean_squared_error: 2805.5413
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 39.0242 - mean_squared_error: 39.0242 - val_loss: 2847.4216 - val_mean_squared_error: 2847.4216
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 39.4907 - mean_squared_error: 39.4907 - val_loss: 2814.4993 - val_mean_squared_error: 2814.4993
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 47.6706 - mean_squared_error: 47.6706 - val_loss: 2714.9819 - val_mean_squared_error: 2714.9819
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 46.4734 - mean_squared_error: 46.4734 - val_loss: 2694.8484 - val_mean_squared_error: 2694.8484
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 43.2931 - mean_squared_error: 43.2931 - val_loss: 2696.1313 - val_mean_squared_error: 2696.1311
Epoch 15/25
81/81 [==============================] - 1s 10ms/step - loss: 36.2373 - mean_squared_error: 36.2373 - val_loss: 2694.4209 - val_mean_squared_error: 2694.4209
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 39.5038 - mean_squared_error: 39.5038 - val_loss: 2702.8501 - val_mean_squared_error: 2702.8501
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 32.8244 - mean_squared_error: 32.8244 - val_loss: 2700.0706 - val_mean_squared_error: 2700.0706
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 40.4880 - mean_squared_error: 40.4880 - val_loss: 2638.3730 - val_mean_squared_error: 2638.3730
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 42.5791 - mean_squared_error: 42.5791 - val_loss: 2639.7219 - val_mean_squared_error: 2639.7219
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 39.0823 - mean_squared_error: 39.0823 - val_loss: 2693.9353 - val_mean_squared_error: 2693.9353
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 33.8633 - mean_squared_error: 33.8633 - val_loss: 2641.4207 - val_mean_squared_error: 2641.4207
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 37.2626 - mean_squared_error: 37.2626 - val_loss: 2572.9045 - val_mean_squared_error: 2572.9045
Epoch 23/25
81/81 [==============================] - 1s 10ms/step - loss: 38.9794 - mean_squared_error: 38.9794 - val_loss: 2462.8110 - val_mean_squared_error: 2462.8110
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 37.2661 - mean_squared_error: 37.2661 - val_loss: 2527.5447 - val_mean_squared_error: 2527.5444
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 36.4989 - mean_squared_error: 36.4989 - val_loss: 2526.3694 - val_mean_squared_error: 2526.3694
2022-12-09 11:34:01.689996: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 11:34:02.272804: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2413.8398 - mean_squared_error: 2413.8398
2022-12-09 11:34:07.734695: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2413.8398 - mean_squared_error: 2413.8398 - val_loss: 1155.0280 - val_mean_squared_error: 1155.0280
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 134.3835 - mean_squared_error: 134.3835 - val_loss: 1206.1838 - val_mean_squared_error: 1206.1838
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 60.1501 - mean_squared_error: 60.1501 - val_loss: 1665.0753 - val_mean_squared_error: 1665.0753
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 56.1333 - mean_squared_error: 56.1333 - val_loss: 2108.9644 - val_mean_squared_error: 2108.9644
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 46.5799 - mean_squared_error: 46.5799 - val_loss: 2517.2085 - val_mean_squared_error: 2517.2085
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 53.0932 - mean_squared_error: 53.0932 - val_loss: 2666.9426 - val_mean_squared_error: 2666.9426
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 43.5706 - mean_squared_error: 43.5706 - val_loss: 2698.9199 - val_mean_squared_error: 2698.9199
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 43.4598 - mean_squared_error: 43.4598 - val_loss: 2568.6902 - val_mean_squared_error: 2568.6902
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 39.5068 - mean_squared_error: 39.5068 - val_loss: 2550.9988 - val_mean_squared_error: 2550.9988
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 44.9469 - mean_squared_error: 44.9469 - val_loss: 2541.2449 - val_mean_squared_error: 2541.2449
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 40.7643 - mean_squared_error: 40.7643 - val_loss: 2566.5166 - val_mean_squared_error: 2566.5166
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 42.9332 - mean_squared_error: 42.9332 - val_loss: 2447.3098 - val_mean_squared_error: 2447.3098
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 44.6210 - mean_squared_error: 44.6210 - val_loss: 2504.3987 - val_mean_squared_error: 2504.3987
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 42.3954 - mean_squared_error: 42.3954 - val_loss: 2472.8704 - val_mean_squared_error: 2472.8704
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 45.5313 - mean_squared_error: 45.5313 - val_loss: 2443.0237 - val_mean_squared_error: 2443.0237
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 46.7055 - mean_squared_error: 46.7055 - val_loss: 2374.6917 - val_mean_squared_error: 2374.6917
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 40.5380 - mean_squared_error: 40.5380 - val_loss: 2383.0823 - val_mean_squared_error: 2383.0823
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 40.7560 - mean_squared_error: 40.7560 - val_loss: 2267.3547 - val_mean_squared_error: 2267.3547
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 39.7117 - mean_squared_error: 39.7117 - val_loss: 2208.2573 - val_mean_squared_error: 2208.2573
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 34.2788 - mean_squared_error: 34.2788 - val_loss: 2246.1328 - val_mean_squared_error: 2246.1328
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 38.6216 - mean_squared_error: 38.6216 - val_loss: 2268.1265 - val_mean_squared_error: 2268.1265
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 36.8435 - mean_squared_error: 36.8435 - val_loss: 2114.6248 - val_mean_squared_error: 2114.6248
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 39.3179 - mean_squared_error: 39.3179 - val_loss: 2257.0017 - val_mean_squared_error: 2257.0017
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 41.7143 - mean_squared_error: 41.7143 - val_loss: 2259.3828 - val_mean_squared_error: 2259.3828
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 38.9035 - mean_squared_error: 38.9035 - val_loss: 2015.0291 - val_mean_squared_error: 2015.0291
2022-12-09 11:34:26.280004: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0004921473575035014
Generation:  13
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 11:34:26.948019: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2312.8345 - mean_squared_error: 2312.8345
2022-12-09 11:34:32.423783: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2312.8345 - mean_squared_error: 2312.8345 - val_loss: 932.9448 - val_mean_squared_error: 932.9448
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 113.9908 - mean_squared_error: 113.9908 - val_loss: 1037.9995 - val_mean_squared_error: 1037.9995
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 63.3180 - mean_squared_error: 63.3180 - val_loss: 1867.1407 - val_mean_squared_error: 1867.1407
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 57.8718 - mean_squared_error: 57.8718 - val_loss: 2436.6719 - val_mean_squared_error: 2436.6719
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 54.8630 - mean_squared_error: 54.8630 - val_loss: 2591.7656 - val_mean_squared_error: 2591.7656
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 41.2279 - mean_squared_error: 41.2279 - val_loss: 2601.6099 - val_mean_squared_error: 2601.6099
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 47.0923 - mean_squared_error: 47.0923 - val_loss: 2571.7595 - val_mean_squared_error: 2571.7595
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 42.8570 - mean_squared_error: 42.8570 - val_loss: 2492.8103 - val_mean_squared_error: 2492.8103
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 39.5518 - mean_squared_error: 39.5518 - val_loss: 2469.3647 - val_mean_squared_error: 2469.3647
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 40.5317 - mean_squared_error: 40.5317 - val_loss: 2623.0952 - val_mean_squared_error: 2623.0952
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 42.4364 - mean_squared_error: 42.4364 - val_loss: 2486.1362 - val_mean_squared_error: 2486.1362
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 42.4068 - mean_squared_error: 42.4068 - val_loss: 2472.3840 - val_mean_squared_error: 2472.3840
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 38.4427 - mean_squared_error: 38.4427 - val_loss: 2318.1028 - val_mean_squared_error: 2318.1028
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 43.8269 - mean_squared_error: 43.8269 - val_loss: 2317.2725 - val_mean_squared_error: 2317.2725
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 44.4912 - mean_squared_error: 44.4912 - val_loss: 2410.5171 - val_mean_squared_error: 2410.5171
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 38.3372 - mean_squared_error: 38.3372 - val_loss: 2406.2617 - val_mean_squared_error: 2406.2617
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 50.3863 - mean_squared_error: 50.3863 - val_loss: 2324.2468 - val_mean_squared_error: 2324.2468
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 46.1245 - mean_squared_error: 46.1245 - val_loss: 2294.3696 - val_mean_squared_error: 2294.3696
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 47.0922 - mean_squared_error: 47.0922 - val_loss: 2015.7699 - val_mean_squared_error: 2015.7699
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 45.4565 - mean_squared_error: 45.4565 - val_loss: 2135.8867 - val_mean_squared_error: 2135.8867
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 39.0248 - mean_squared_error: 39.0248 - val_loss: 2116.4453 - val_mean_squared_error: 2116.4453
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 45.1616 - mean_squared_error: 45.1616 - val_loss: 2192.5505 - val_mean_squared_error: 2192.5505
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 37.5634 - mean_squared_error: 37.5634 - val_loss: 2086.9443 - val_mean_squared_error: 2086.9443
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 37.4662 - mean_squared_error: 37.4662 - val_loss: 2113.9749 - val_mean_squared_error: 2113.9749
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 36.8220 - mean_squared_error: 36.8220 - val_loss: 2182.9883 - val_mean_squared_error: 2182.9883
2022-12-09 11:34:50.914234: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 11:34:51.504809: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2395.3821 - mean_squared_error: 2395.3821
2022-12-09 11:34:57.008273: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2395.3821 - mean_squared_error: 2395.3821 - val_loss: 978.6691 - val_mean_squared_error: 978.6691
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 112.9164 - mean_squared_error: 112.9164 - val_loss: 1079.4679 - val_mean_squared_error: 1079.4679
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 60.0024 - mean_squared_error: 60.0024 - val_loss: 1825.0531 - val_mean_squared_error: 1825.0531
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 53.9571 - mean_squared_error: 53.9571 - val_loss: 2275.7939 - val_mean_squared_error: 2275.7939
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 52.3345 - mean_squared_error: 52.3345 - val_loss: 2286.7212 - val_mean_squared_error: 2286.7212
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 46.1123 - mean_squared_error: 46.1123 - val_loss: 2338.6973 - val_mean_squared_error: 2338.6970
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 43.1882 - mean_squared_error: 43.1882 - val_loss: 2317.6011 - val_mean_squared_error: 2317.6011
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 46.4684 - mean_squared_error: 46.4684 - val_loss: 2188.2056 - val_mean_squared_error: 2188.2056
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 39.5203 - mean_squared_error: 39.5203 - val_loss: 1885.7036 - val_mean_squared_error: 1885.7036
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 43.2558 - mean_squared_error: 43.2558 - val_loss: 1988.9409 - val_mean_squared_error: 1988.9409
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 36.7395 - mean_squared_error: 36.7395 - val_loss: 1947.9954 - val_mean_squared_error: 1947.9954
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 37.4065 - mean_squared_error: 37.4065 - val_loss: 2063.9116 - val_mean_squared_error: 2063.9116
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 39.5029 - mean_squared_error: 39.5029 - val_loss: 1835.6400 - val_mean_squared_error: 1835.6400
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 44.1345 - mean_squared_error: 44.1345 - val_loss: 1907.5546 - val_mean_squared_error: 1907.5546
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 41.7883 - mean_squared_error: 41.7883 - val_loss: 1748.6562 - val_mean_squared_error: 1748.6562
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 44.6277 - mean_squared_error: 44.6277 - val_loss: 1798.5409 - val_mean_squared_error: 1798.5409
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 47.7418 - mean_squared_error: 47.7418 - val_loss: 1613.8684 - val_mean_squared_error: 1613.8684
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 44.5072 - mean_squared_error: 44.5072 - val_loss: 1871.1317 - val_mean_squared_error: 1871.1317
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 43.4785 - mean_squared_error: 43.4785 - val_loss: 1536.1642 - val_mean_squared_error: 1536.1642
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 45.1083 - mean_squared_error: 45.1083 - val_loss: 1478.2151 - val_mean_squared_error: 1478.2151
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 38.6870 - mean_squared_error: 38.6870 - val_loss: 1533.5291 - val_mean_squared_error: 1533.5289
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 46.0289 - mean_squared_error: 46.0289 - val_loss: 1501.9510 - val_mean_squared_error: 1501.9510
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 47.4399 - mean_squared_error: 47.4399 - val_loss: 1417.3494 - val_mean_squared_error: 1417.3494
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 41.3333 - mean_squared_error: 41.3333 - val_loss: 1492.2507 - val_mean_squared_error: 1492.2507
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 40.7417 - mean_squared_error: 40.7417 - val_loss: 1407.8318 - val_mean_squared_error: 1407.8318
2022-12-09 11:35:15.529359: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:35:16.118523: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2372.3625 - mean_squared_error: 2372.3625
2022-12-09 11:35:21.601788: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 61ms/step - loss: 2372.3625 - mean_squared_error: 2372.3625 - val_loss: 1025.7393 - val_mean_squared_error: 1025.7393
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 109.9860 - mean_squared_error: 109.9860 - val_loss: 1205.2671 - val_mean_squared_error: 1205.2671
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 65.4031 - mean_squared_error: 65.4031 - val_loss: 2214.1685 - val_mean_squared_error: 2214.1685
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 58.6029 - mean_squared_error: 58.6029 - val_loss: 2619.2668 - val_mean_squared_error: 2619.2668
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 47.0065 - mean_squared_error: 47.0065 - val_loss: 2638.7241 - val_mean_squared_error: 2638.7241
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 46.8234 - mean_squared_error: 46.8234 - val_loss: 2544.1316 - val_mean_squared_error: 2544.1316
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 40.9949 - mean_squared_error: 40.9949 - val_loss: 2538.0300 - val_mean_squared_error: 2538.0300
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 44.0414 - mean_squared_error: 44.0414 - val_loss: 2327.1199 - val_mean_squared_error: 2327.1199
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 42.0923 - mean_squared_error: 42.0923 - val_loss: 2386.8923 - val_mean_squared_error: 2386.8923
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 35.3659 - mean_squared_error: 35.3659 - val_loss: 2308.9851 - val_mean_squared_error: 2308.9851
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 35.8279 - mean_squared_error: 35.8279 - val_loss: 2334.2549 - val_mean_squared_error: 2334.2549
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 42.5557 - mean_squared_error: 42.5557 - val_loss: 2099.6206 - val_mean_squared_error: 2099.6206
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 40.9611 - mean_squared_error: 40.9611 - val_loss: 2255.9534 - val_mean_squared_error: 2255.9534
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 43.5382 - mean_squared_error: 43.5382 - val_loss: 1916.9178 - val_mean_squared_error: 1916.9178
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 40.7874 - mean_squared_error: 40.7874 - val_loss: 2136.8047 - val_mean_squared_error: 2136.8047
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 36.7641 - mean_squared_error: 36.7641 - val_loss: 2047.6003 - val_mean_squared_error: 2047.6003
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 36.0943 - mean_squared_error: 36.0943 - val_loss: 1982.7285 - val_mean_squared_error: 1982.7285
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 39.6143 - mean_squared_error: 39.6143 - val_loss: 1962.6964 - val_mean_squared_error: 1962.6964
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 33.4862 - mean_squared_error: 33.4862 - val_loss: 1732.9119 - val_mean_squared_error: 1732.9119
Epoch 20/25
81/81 [==============================] - 1s 10ms/step - loss: 36.5406 - mean_squared_error: 36.5406 - val_loss: 1828.6589 - val_mean_squared_error: 1828.6589
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 36.3092 - mean_squared_error: 36.3092 - val_loss: 1840.2334 - val_mean_squared_error: 1840.2334
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 32.0528 - mean_squared_error: 32.0528 - val_loss: 1689.2756 - val_mean_squared_error: 1689.2756
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 44.2161 - mean_squared_error: 44.2161 - val_loss: 1668.0425 - val_mean_squared_error: 1668.0424
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 33.7681 - mean_squared_error: 33.7681 - val_loss: 1751.4108 - val_mean_squared_error: 1751.4108
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 41.1944 - mean_squared_error: 41.1944 - val_loss: 1681.2784 - val_mean_squared_error: 1681.2784
2022-12-09 11:35:40.088115: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.82922519 ... 0.         0.         0.        ]
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(2577, 44)
(286, 44)
Epoch 1/25
2022-12-09 11:35:40.685689: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2380.0283 - mean_squared_error: 2380.0283
2022-12-09 11:35:46.208625: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2380.0283 - mean_squared_error: 2380.0283 - val_loss: 1029.0941 - val_mean_squared_error: 1029.0941
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 130.4401 - mean_squared_error: 130.4401 - val_loss: 1352.2860 - val_mean_squared_error: 1352.2860
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 63.4579 - mean_squared_error: 63.4579 - val_loss: 1942.0083 - val_mean_squared_error: 1942.0083
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 52.0717 - mean_squared_error: 52.0717 - val_loss: 2511.1951 - val_mean_squared_error: 2511.1951
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 50.7216 - mean_squared_error: 50.7216 - val_loss: 2679.3772 - val_mean_squared_error: 2679.3772
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 46.8148 - mean_squared_error: 46.8148 - val_loss: 2740.1287 - val_mean_squared_error: 2740.1284
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 46.6295 - mean_squared_error: 46.6295 - val_loss: 2787.8354 - val_mean_squared_error: 2787.8354
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 46.8855 - mean_squared_error: 46.8855 - val_loss: 2764.8230 - val_mean_squared_error: 2764.8230
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 41.1349 - mean_squared_error: 41.1349 - val_loss: 2708.4766 - val_mean_squared_error: 2708.4766
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 42.2723 - mean_squared_error: 42.2723 - val_loss: 2641.3003 - val_mean_squared_error: 2641.3003
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 42.0095 - mean_squared_error: 42.0095 - val_loss: 2702.1003 - val_mean_squared_error: 2702.1001
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 45.4964 - mean_squared_error: 45.4964 - val_loss: 2566.3091 - val_mean_squared_error: 2566.3091
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 44.3538 - mean_squared_error: 44.3538 - val_loss: 2686.1580 - val_mean_squared_error: 2686.1580
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 41.6483 - mean_squared_error: 41.6483 - val_loss: 2640.3916 - val_mean_squared_error: 2640.3916
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 38.6724 - mean_squared_error: 38.6724 - val_loss: 2643.9497 - val_mean_squared_error: 2643.9497
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 42.0566 - mean_squared_error: 42.0566 - val_loss: 2632.6587 - val_mean_squared_error: 2632.6587
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 37.0230 - mean_squared_error: 37.0230 - val_loss: 2625.4958 - val_mean_squared_error: 2625.4958
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 39.3924 - mean_squared_error: 39.3924 - val_loss: 2563.1594 - val_mean_squared_error: 2563.1594
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 41.0437 - mean_squared_error: 41.0437 - val_loss: 2494.7236 - val_mean_squared_error: 2494.7236
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 47.7289 - mean_squared_error: 47.7289 - val_loss: 2490.0208 - val_mean_squared_error: 2490.0208
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 40.1715 - mean_squared_error: 40.1715 - val_loss: 2433.7571 - val_mean_squared_error: 2433.7571
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 42.3109 - mean_squared_error: 42.3109 - val_loss: 2538.8613 - val_mean_squared_error: 2538.8613
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 39.9316 - mean_squared_error: 39.9316 - val_loss: 2577.8425 - val_mean_squared_error: 2577.8425
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 36.8156 - mean_squared_error: 36.8156 - val_loss: 2249.9163 - val_mean_squared_error: 2249.9163
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 34.5289 - mean_squared_error: 34.5289 - val_loss: 2411.5847 - val_mean_squared_error: 2411.5845
2022-12-09 11:36:04.844441: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 47)
(286, 47)
Epoch 1/25
2022-12-09 11:36:05.560574: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2374.2556 - mean_squared_error: 2374.2556
2022-12-09 11:36:11.291823: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2374.2556 - mean_squared_error: 2374.2556 - val_loss: 908.0406 - val_mean_squared_error: 908.0406
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 107.7462 - mean_squared_error: 107.7462 - val_loss: 1420.2394 - val_mean_squared_error: 1420.2394
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 59.1215 - mean_squared_error: 59.1215 - val_loss: 2006.8365 - val_mean_squared_error: 2006.8365
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 47.8597 - mean_squared_error: 47.8597 - val_loss: 2295.6965 - val_mean_squared_error: 2295.6965
Epoch 5/25
81/81 [==============================] - 1s 13ms/step - loss: 45.5407 - mean_squared_error: 45.5407 - val_loss: 2207.7441 - val_mean_squared_error: 2207.7441
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 50.6422 - mean_squared_error: 50.6422 - val_loss: 2057.7466 - val_mean_squared_error: 2057.7466
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 41.7867 - mean_squared_error: 41.7867 - val_loss: 1826.8979 - val_mean_squared_error: 1826.8979
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 51.9728 - mean_squared_error: 51.9728 - val_loss: 1675.2534 - val_mean_squared_error: 1675.2533
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 43.0218 - mean_squared_error: 43.0218 - val_loss: 1562.2001 - val_mean_squared_error: 1562.2001
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 39.9401 - mean_squared_error: 39.9401 - val_loss: 1438.0149 - val_mean_squared_error: 1438.0149
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 38.1214 - mean_squared_error: 38.1214 - val_loss: 1325.0813 - val_mean_squared_error: 1325.0813
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 38.8729 - mean_squared_error: 38.8729 - val_loss: 1347.2769 - val_mean_squared_error: 1347.2769
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 38.9571 - mean_squared_error: 38.9571 - val_loss: 1107.0339 - val_mean_squared_error: 1107.0339
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 48.6121 - mean_squared_error: 48.6121 - val_loss: 1318.4578 - val_mean_squared_error: 1318.4578
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 52.0815 - mean_squared_error: 52.0815 - val_loss: 1115.1204 - val_mean_squared_error: 1115.1204
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 38.0372 - mean_squared_error: 38.0372 - val_loss: 1242.2983 - val_mean_squared_error: 1242.2983
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0224 - mean_squared_error: 38.0224 - val_loss: 1282.2173 - val_mean_squared_error: 1282.2173
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 49.8164 - mean_squared_error: 49.8164 - val_loss: 1238.0806 - val_mean_squared_error: 1238.0806
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 39.4630 - mean_squared_error: 39.4630 - val_loss: 1064.8276 - val_mean_squared_error: 1064.8276
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 44.3391 - mean_squared_error: 44.3391 - val_loss: 1136.0098 - val_mean_squared_error: 1136.0098
Epoch 21/25
81/81 [==============================] - 1s 10ms/step - loss: 40.1689 - mean_squared_error: 40.1689 - val_loss: 1117.2117 - val_mean_squared_error: 1117.2117
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 45.0842 - mean_squared_error: 45.0842 - val_loss: 915.8809 - val_mean_squared_error: 915.8809
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 45.9491 - mean_squared_error: 45.9491 - val_loss: 985.3201 - val_mean_squared_error: 985.3201
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 53.0330 - mean_squared_error: 53.0330 - val_loss: 1071.9647 - val_mean_squared_error: 1071.9647
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 49.0046 - mean_squared_error: 49.0046 - val_loss: 1057.9672 - val_mean_squared_error: 1057.9672
2022-12-09 11:36:30.310407: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.000925453638261593
Generation:  14
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(2577, 47)
(286, 47)
Epoch 1/25
2022-12-09 11:36:30.903872: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2419.9402 - mean_squared_error: 2419.9402
2022-12-09 11:36:35.764503: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 52ms/step - loss: 2419.9402 - mean_squared_error: 2419.9402 - val_loss: 915.3401 - val_mean_squared_error: 915.3401
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 123.8138 - mean_squared_error: 123.8138 - val_loss: 1300.8198 - val_mean_squared_error: 1300.8197
Epoch 3/25
81/81 [==============================] - 1s 15ms/step - loss: 67.4822 - mean_squared_error: 67.4822 - val_loss: 1656.6707 - val_mean_squared_error: 1656.6707
Epoch 4/25
81/81 [==============================] - 1s 13ms/step - loss: 57.4644 - mean_squared_error: 57.4644 - val_loss: 2152.9795 - val_mean_squared_error: 2152.9795
Epoch 5/25
81/81 [==============================] - 1s 8ms/step - loss: 54.7566 - mean_squared_error: 54.7566 - val_loss: 2324.8491 - val_mean_squared_error: 2324.8491
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 47.7857 - mean_squared_error: 47.7857 - val_loss: 2232.6826 - val_mean_squared_error: 2232.6826
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 43.2458 - mean_squared_error: 43.2458 - val_loss: 2127.4949 - val_mean_squared_error: 2127.4949
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 47.2102 - mean_squared_error: 47.2102 - val_loss: 2164.9937 - val_mean_squared_error: 2164.9937
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 48.1951 - mean_squared_error: 48.1951 - val_loss: 2152.3157 - val_mean_squared_error: 2152.3157
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 43.2187 - mean_squared_error: 43.2187 - val_loss: 1932.2744 - val_mean_squared_error: 1932.2744
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 38.1435 - mean_squared_error: 38.1435 - val_loss: 2005.1357 - val_mean_squared_error: 2005.1357
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 45.5789 - mean_squared_error: 45.5789 - val_loss: 1996.5227 - val_mean_squared_error: 1996.5227
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 48.4164 - mean_squared_error: 48.4164 - val_loss: 1817.3966 - val_mean_squared_error: 1817.3966
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 39.8146 - mean_squared_error: 39.8146 - val_loss: 1740.1731 - val_mean_squared_error: 1740.1731
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 40.2415 - mean_squared_error: 40.2415 - val_loss: 1756.9110 - val_mean_squared_error: 1756.9110
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 40.1419 - mean_squared_error: 40.1419 - val_loss: 1607.0432 - val_mean_squared_error: 1607.0432
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 43.8434 - mean_squared_error: 43.8434 - val_loss: 1528.9299 - val_mean_squared_error: 1528.9299
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 44.3109 - mean_squared_error: 44.3109 - val_loss: 1478.3588 - val_mean_squared_error: 1478.3588
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 36.9083 - mean_squared_error: 36.9083 - val_loss: 1704.5509 - val_mean_squared_error: 1704.5509
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 36.0457 - mean_squared_error: 36.0457 - val_loss: 1686.3423 - val_mean_squared_error: 1686.3423
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 46.7004 - mean_squared_error: 46.7004 - val_loss: 1496.5504 - val_mean_squared_error: 1496.5504
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 41.4047 - mean_squared_error: 41.4047 - val_loss: 1351.7773 - val_mean_squared_error: 1351.7773
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 45.1535 - mean_squared_error: 45.1535 - val_loss: 1451.6652 - val_mean_squared_error: 1451.6652
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 42.9564 - mean_squared_error: 42.9564 - val_loss: 1283.5118 - val_mean_squared_error: 1283.5118
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 40.7758 - mean_squared_error: 40.7758 - val_loss: 1328.1755 - val_mean_squared_error: 1328.1755
2022-12-09 11:36:54.325842: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 11:36:54.913526: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2384.8411 - mean_squared_error: 2384.8411
2022-12-09 11:37:00.523246: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2384.8411 - mean_squared_error: 2384.8411 - val_loss: 882.5919 - val_mean_squared_error: 882.5919
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 108.2953 - mean_squared_error: 108.2953 - val_loss: 1011.3942 - val_mean_squared_error: 1011.3942
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 55.6183 - mean_squared_error: 55.6183 - val_loss: 1963.4329 - val_mean_squared_error: 1963.4329
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 53.6606 - mean_squared_error: 53.6606 - val_loss: 2276.0806 - val_mean_squared_error: 2276.0806
Epoch 5/25
81/81 [==============================] - 1s 13ms/step - loss: 50.7432 - mean_squared_error: 50.7432 - val_loss: 2558.0906 - val_mean_squared_error: 2558.0906
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 46.9120 - mean_squared_error: 46.9120 - val_loss: 2605.4656 - val_mean_squared_error: 2605.4656
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 46.0549 - mean_squared_error: 46.0549 - val_loss: 2614.6987 - val_mean_squared_error: 2614.6987
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 40.3106 - mean_squared_error: 40.3106 - val_loss: 2572.4375 - val_mean_squared_error: 2572.4373
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 45.8965 - mean_squared_error: 45.8965 - val_loss: 2637.1128 - val_mean_squared_error: 2637.1128
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 50.3623 - mean_squared_error: 50.3623 - val_loss: 2519.9980 - val_mean_squared_error: 2519.9980
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 45.5302 - mean_squared_error: 45.5302 - val_loss: 2656.7842 - val_mean_squared_error: 2656.7842
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 42.1010 - mean_squared_error: 42.1010 - val_loss: 2553.5852 - val_mean_squared_error: 2553.5852
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 36.2229 - mean_squared_error: 36.2229 - val_loss: 2591.9407 - val_mean_squared_error: 2591.9407
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 41.3206 - mean_squared_error: 41.3206 - val_loss: 2539.7993 - val_mean_squared_error: 2539.7993
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 46.6197 - mean_squared_error: 46.6197 - val_loss: 2502.9363 - val_mean_squared_error: 2502.9363
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 45.8091 - mean_squared_error: 45.8091 - val_loss: 2483.4685 - val_mean_squared_error: 2483.4685
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 43.7037 - mean_squared_error: 43.7037 - val_loss: 2270.9319 - val_mean_squared_error: 2270.9319
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 53.7607 - mean_squared_error: 53.7607 - val_loss: 2465.0974 - val_mean_squared_error: 2465.0974
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 37.2795 - mean_squared_error: 37.2795 - val_loss: 2418.2109 - val_mean_squared_error: 2418.2109
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 53.1583 - mean_squared_error: 53.1583 - val_loss: 2254.4883 - val_mean_squared_error: 2254.4883
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 45.6939 - mean_squared_error: 45.6939 - val_loss: 2420.9155 - val_mean_squared_error: 2420.9155
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 41.7672 - mean_squared_error: 41.7672 - val_loss: 2057.4968 - val_mean_squared_error: 2057.4968
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 39.0103 - mean_squared_error: 39.0103 - val_loss: 2240.2905 - val_mean_squared_error: 2240.2905
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 37.9702 - mean_squared_error: 37.9702 - val_loss: 2287.3098 - val_mean_squared_error: 2287.3098
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 37.4190 - mean_squared_error: 37.4190 - val_loss: 2141.1147 - val_mean_squared_error: 2141.1147
2022-12-09 11:37:19.203402: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:37:19.840077: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2398.0752 - mean_squared_error: 2398.0752
2022-12-09 11:37:25.437909: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2398.0752 - mean_squared_error: 2398.0752 - val_loss: 1028.8999 - val_mean_squared_error: 1028.8999
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 115.1598 - mean_squared_error: 115.1598 - val_loss: 1171.8756 - val_mean_squared_error: 1171.8756
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 66.8209 - mean_squared_error: 66.8209 - val_loss: 1977.8745 - val_mean_squared_error: 1977.8745
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 59.6845 - mean_squared_error: 59.6845 - val_loss: 2595.7432 - val_mean_squared_error: 2595.7432
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 55.6280 - mean_squared_error: 55.6280 - val_loss: 2649.0608 - val_mean_squared_error: 2649.0608
Epoch 6/25
81/81 [==============================] - 1s 12ms/step - loss: 45.7647 - mean_squared_error: 45.7647 - val_loss: 2588.2632 - val_mean_squared_error: 2588.2632
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 39.3432 - mean_squared_error: 39.3432 - val_loss: 2554.4458 - val_mean_squared_error: 2554.4458
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 45.3688 - mean_squared_error: 45.3688 - val_loss: 2562.9500 - val_mean_squared_error: 2562.9500
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 45.0332 - mean_squared_error: 45.0332 - val_loss: 2442.7117 - val_mean_squared_error: 2442.7117
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 35.7339 - mean_squared_error: 35.7339 - val_loss: 2582.5837 - val_mean_squared_error: 2582.5837
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 34.3867 - mean_squared_error: 34.3867 - val_loss: 2487.2783 - val_mean_squared_error: 2487.2783
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 35.0468 - mean_squared_error: 35.0468 - val_loss: 2412.8467 - val_mean_squared_error: 2412.8467
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 37.9810 - mean_squared_error: 37.9810 - val_loss: 2292.7244 - val_mean_squared_error: 2292.7244
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 35.5016 - mean_squared_error: 35.5016 - val_loss: 2277.0254 - val_mean_squared_error: 2277.0254
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 38.8119 - mean_squared_error: 38.8119 - val_loss: 2223.0483 - val_mean_squared_error: 2223.0483
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 39.2375 - mean_squared_error: 39.2375 - val_loss: 2214.9722 - val_mean_squared_error: 2214.9722
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 39.9104 - mean_squared_error: 39.9104 - val_loss: 2278.0393 - val_mean_squared_error: 2278.0393
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 38.6401 - mean_squared_error: 38.6401 - val_loss: 2202.0461 - val_mean_squared_error: 2202.0461
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 37.2827 - mean_squared_error: 37.2827 - val_loss: 2127.9575 - val_mean_squared_error: 2127.9575
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 35.7677 - mean_squared_error: 35.7677 - val_loss: 2268.2434 - val_mean_squared_error: 2268.2434
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0923 - mean_squared_error: 38.0923 - val_loss: 2275.8174 - val_mean_squared_error: 2275.8174
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 39.2959 - mean_squared_error: 39.2959 - val_loss: 2106.0684 - val_mean_squared_error: 2106.0684
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 39.5380 - mean_squared_error: 39.5380 - val_loss: 2061.6162 - val_mean_squared_error: 2061.6162
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 34.3239 - mean_squared_error: 34.3239 - val_loss: 2127.5408 - val_mean_squared_error: 2127.5408
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 38.6856 - mean_squared_error: 38.6856 - val_loss: 2039.3289 - val_mean_squared_error: 2039.3289
2022-12-09 11:37:43.781961: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.82922519 ... 0.         0.         0.        ]
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 11:37:44.370974: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2375.7842 - mean_squared_error: 2375.7842
2022-12-09 11:37:49.964004: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2375.7842 - mean_squared_error: 2375.7842 - val_loss: 991.3159 - val_mean_squared_error: 991.3159
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 120.3032 - mean_squared_error: 120.3032 - val_loss: 1092.3917 - val_mean_squared_error: 1092.3917
Epoch 3/25
81/81 [==============================] - 1s 14ms/step - loss: 59.4375 - mean_squared_error: 59.4375 - val_loss: 1902.4702 - val_mean_squared_error: 1902.4702
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 60.0529 - mean_squared_error: 60.0529 - val_loss: 2278.8518 - val_mean_squared_error: 2278.8518
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 49.3490 - mean_squared_error: 49.3490 - val_loss: 2380.5601 - val_mean_squared_error: 2380.5601
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 47.9498 - mean_squared_error: 47.9498 - val_loss: 2423.0178 - val_mean_squared_error: 2423.0178
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 47.6152 - mean_squared_error: 47.6152 - val_loss: 2497.8906 - val_mean_squared_error: 2497.8906
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 48.3959 - mean_squared_error: 48.3959 - val_loss: 2395.9668 - val_mean_squared_error: 2395.9668
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 42.8519 - mean_squared_error: 42.8519 - val_loss: 2488.0757 - val_mean_squared_error: 2488.0757
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 42.2018 - mean_squared_error: 42.2018 - val_loss: 2498.4412 - val_mean_squared_error: 2498.4412
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 42.0734 - mean_squared_error: 42.0734 - val_loss: 2327.0691 - val_mean_squared_error: 2327.0691
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 46.4174 - mean_squared_error: 46.4174 - val_loss: 2504.5674 - val_mean_squared_error: 2504.5674
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 38.5382 - mean_squared_error: 38.5382 - val_loss: 2524.4343 - val_mean_squared_error: 2524.4343
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 34.9986 - mean_squared_error: 34.9986 - val_loss: 2395.2112 - val_mean_squared_error: 2395.2112
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 40.6697 - mean_squared_error: 40.6697 - val_loss: 2358.6140 - val_mean_squared_error: 2358.6140
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 40.2626 - mean_squared_error: 40.2626 - val_loss: 2321.7341 - val_mean_squared_error: 2321.7341
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 43.1611 - mean_squared_error: 43.1611 - val_loss: 2148.5527 - val_mean_squared_error: 2148.5527
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 38.5335 - mean_squared_error: 38.5335 - val_loss: 2137.4626 - val_mean_squared_error: 2137.4626
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 41.8806 - mean_squared_error: 41.8806 - val_loss: 2187.9226 - val_mean_squared_error: 2187.9226
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 34.6937 - mean_squared_error: 34.6937 - val_loss: 2198.0554 - val_mean_squared_error: 2198.0554
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 44.3301 - mean_squared_error: 44.3301 - val_loss: 2237.4475 - val_mean_squared_error: 2237.4475
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 43.0533 - mean_squared_error: 43.0533 - val_loss: 2159.3989 - val_mean_squared_error: 2159.3989
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 36.3556 - mean_squared_error: 36.3556 - val_loss: 2146.0549 - val_mean_squared_error: 2146.0549
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 48.0163 - mean_squared_error: 48.0163 - val_loss: 1904.4019 - val_mean_squared_error: 1904.4019
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 41.4389 - mean_squared_error: 41.4389 - val_loss: 2069.6433 - val_mean_squared_error: 2069.6433
2022-12-09 11:38:08.493488: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 11:38:09.120116: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2436.7332 - mean_squared_error: 2436.7332
2022-12-09 11:38:14.759854: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2436.7332 - mean_squared_error: 2436.7332 - val_loss: 732.5955 - val_mean_squared_error: 732.5955
Epoch 2/25
81/81 [==============================] - 1s 15ms/step - loss: 167.6275 - mean_squared_error: 167.6275 - val_loss: 1200.4473 - val_mean_squared_error: 1200.4473
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 81.3145 - mean_squared_error: 81.3145 - val_loss: 1989.0868 - val_mean_squared_error: 1989.0868
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 68.1386 - mean_squared_error: 68.1386 - val_loss: 2549.9238 - val_mean_squared_error: 2549.9238
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 54.2412 - mean_squared_error: 54.2412 - val_loss: 2594.6216 - val_mean_squared_error: 2594.6216
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 60.2097 - mean_squared_error: 60.2097 - val_loss: 2647.2168 - val_mean_squared_error: 2647.2168
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 49.8947 - mean_squared_error: 49.8947 - val_loss: 2627.5640 - val_mean_squared_error: 2627.5640
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 49.3959 - mean_squared_error: 49.3959 - val_loss: 2588.6245 - val_mean_squared_error: 2588.6245
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 43.3330 - mean_squared_error: 43.3330 - val_loss: 2476.0732 - val_mean_squared_error: 2476.0730
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 46.3915 - mean_squared_error: 46.3915 - val_loss: 2445.2300 - val_mean_squared_error: 2445.2300
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 43.7739 - mean_squared_error: 43.7739 - val_loss: 2476.5803 - val_mean_squared_error: 2476.5803
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 43.5491 - mean_squared_error: 43.5491 - val_loss: 2411.0676 - val_mean_squared_error: 2411.0676
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 50.6814 - mean_squared_error: 50.6814 - val_loss: 2294.2278 - val_mean_squared_error: 2294.2278
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 37.7541 - mean_squared_error: 37.7541 - val_loss: 2321.8145 - val_mean_squared_error: 2321.8145
Epoch 15/25
81/81 [==============================] - 1s 10ms/step - loss: 38.4812 - mean_squared_error: 38.4812 - val_loss: 2358.9834 - val_mean_squared_error: 2358.9834
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 41.9788 - mean_squared_error: 41.9788 - val_loss: 2248.1145 - val_mean_squared_error: 2248.1145
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 38.4141 - mean_squared_error: 38.4141 - val_loss: 2369.2383 - val_mean_squared_error: 2369.2383
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 38.4047 - mean_squared_error: 38.4047 - val_loss: 2000.6597 - val_mean_squared_error: 2000.6597
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 44.2414 - mean_squared_error: 44.2414 - val_loss: 2147.0234 - val_mean_squared_error: 2147.0234
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 39.0882 - mean_squared_error: 39.0882 - val_loss: 2257.4072 - val_mean_squared_error: 2257.4072
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 39.4892 - mean_squared_error: 39.4892 - val_loss: 2123.2903 - val_mean_squared_error: 2123.2903
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 36.8971 - mean_squared_error: 36.8971 - val_loss: 2015.6451 - val_mean_squared_error: 2015.6451
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 40.5752 - mean_squared_error: 40.5752 - val_loss: 2022.3763 - val_mean_squared_error: 2022.3763
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 43.8478 - mean_squared_error: 43.8478 - val_loss: 2113.3877 - val_mean_squared_error: 2113.3877
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 40.5670 - mean_squared_error: 40.5670 - val_loss: 1858.3210 - val_mean_squared_error: 1858.3210
2022-12-09 11:38:33.337461: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0007404367726775412
Generation:  15
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(2577, 47)
(286, 47)
Epoch 1/25
2022-12-09 11:38:33.991388: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2386.9187 - mean_squared_error: 2386.9187
2022-12-09 11:38:39.568133: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2386.9187 - mean_squared_error: 2386.9187 - val_loss: 984.8447 - val_mean_squared_error: 984.8447
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 123.7672 - mean_squared_error: 123.7672 - val_loss: 1317.8119 - val_mean_squared_error: 1317.8119
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 61.9304 - mean_squared_error: 61.9304 - val_loss: 1758.8920 - val_mean_squared_error: 1758.8920
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 51.5103 - mean_squared_error: 51.5103 - val_loss: 2387.9158 - val_mean_squared_error: 2387.9158
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 49.8287 - mean_squared_error: 49.8287 - val_loss: 2477.2297 - val_mean_squared_error: 2477.2295
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 40.5343 - mean_squared_error: 40.5343 - val_loss: 2524.4966 - val_mean_squared_error: 2524.4966
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 43.7188 - mean_squared_error: 43.7188 - val_loss: 2546.7012 - val_mean_squared_error: 2546.7012
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 44.3175 - mean_squared_error: 44.3175 - val_loss: 2643.7126 - val_mean_squared_error: 2643.7126
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 42.6167 - mean_squared_error: 42.6167 - val_loss: 2669.0444 - val_mean_squared_error: 2669.0444
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 42.2486 - mean_squared_error: 42.2486 - val_loss: 2508.0410 - val_mean_squared_error: 2508.0410
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 37.1617 - mean_squared_error: 37.1617 - val_loss: 2637.5867 - val_mean_squared_error: 2637.5867
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 44.4477 - mean_squared_error: 44.4477 - val_loss: 2523.0215 - val_mean_squared_error: 2523.0215
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 35.7044 - mean_squared_error: 35.7044 - val_loss: 2584.0012 - val_mean_squared_error: 2584.0012
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 36.4086 - mean_squared_error: 36.4086 - val_loss: 2351.9087 - val_mean_squared_error: 2351.9087
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 46.9536 - mean_squared_error: 46.9536 - val_loss: 2516.1770 - val_mean_squared_error: 2516.1770
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 40.9987 - mean_squared_error: 40.9987 - val_loss: 2380.3398 - val_mean_squared_error: 2380.3398
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 41.8403 - mean_squared_error: 41.8403 - val_loss: 2442.7695 - val_mean_squared_error: 2442.7695
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 45.0261 - mean_squared_error: 45.0261 - val_loss: 2411.5698 - val_mean_squared_error: 2411.5698
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 42.8665 - mean_squared_error: 42.8665 - val_loss: 2311.2427 - val_mean_squared_error: 2311.2427
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 40.5181 - mean_squared_error: 40.5181 - val_loss: 2301.4524 - val_mean_squared_error: 2301.4524
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 43.3435 - mean_squared_error: 43.3435 - val_loss: 2325.9551 - val_mean_squared_error: 2325.9551
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 43.4033 - mean_squared_error: 43.4033 - val_loss: 2263.2239 - val_mean_squared_error: 2263.2239
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 36.7719 - mean_squared_error: 36.7719 - val_loss: 2117.3760 - val_mean_squared_error: 2117.3760
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 41.4219 - mean_squared_error: 41.4219 - val_loss: 2001.9250 - val_mean_squared_error: 2001.9250
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 44.8064 - mean_squared_error: 44.8064 - val_loss: 2166.1777 - val_mean_squared_error: 2166.1777
2022-12-09 11:38:58.074779: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 11:38:58.725788: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2405.3098 - mean_squared_error: 2405.3098
2022-12-09 11:39:04.379514: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2405.3098 - mean_squared_error: 2405.3098 - val_loss: 832.8349 - val_mean_squared_error: 832.8349
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 162.4889 - mean_squared_error: 162.4889 - val_loss: 1219.1533 - val_mean_squared_error: 1219.1533
Epoch 3/25
81/81 [==============================] - 1s 9ms/step - loss: 77.4310 - mean_squared_error: 77.4310 - val_loss: 2217.7778 - val_mean_squared_error: 2217.7778
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 63.5883 - mean_squared_error: 63.5883 - val_loss: 2461.9824 - val_mean_squared_error: 2461.9824
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 57.4146 - mean_squared_error: 57.4146 - val_loss: 2735.1887 - val_mean_squared_error: 2735.1887
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 54.3471 - mean_squared_error: 54.3471 - val_loss: 2808.8572 - val_mean_squared_error: 2808.8572
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 51.6495 - mean_squared_error: 51.6495 - val_loss: 2816.8831 - val_mean_squared_error: 2816.8831
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 49.7694 - mean_squared_error: 49.7694 - val_loss: 2730.5266 - val_mean_squared_error: 2730.5266
Epoch 9/25
81/81 [==============================] - 1s 11ms/step - loss: 52.9462 - mean_squared_error: 52.9462 - val_loss: 2754.5298 - val_mean_squared_error: 2754.5298
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 54.3727 - mean_squared_error: 54.3727 - val_loss: 2802.5986 - val_mean_squared_error: 2802.5986
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 50.2524 - mean_squared_error: 50.2524 - val_loss: 2759.0667 - val_mean_squared_error: 2759.0664
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 36.4593 - mean_squared_error: 36.4593 - val_loss: 2725.3806 - val_mean_squared_error: 2725.3806
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 43.8304 - mean_squared_error: 43.8304 - val_loss: 2742.5833 - val_mean_squared_error: 2742.5833
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 41.0729 - mean_squared_error: 41.0729 - val_loss: 2560.7864 - val_mean_squared_error: 2560.7864
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 38.9169 - mean_squared_error: 38.9169 - val_loss: 2590.7632 - val_mean_squared_error: 2590.7632
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 39.8176 - mean_squared_error: 39.8176 - val_loss: 2565.3113 - val_mean_squared_error: 2565.3113
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 43.3389 - mean_squared_error: 43.3389 - val_loss: 2613.1794 - val_mean_squared_error: 2613.1794
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 41.8807 - mean_squared_error: 41.8807 - val_loss: 2343.0713 - val_mean_squared_error: 2343.0713
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 42.2081 - mean_squared_error: 42.2081 - val_loss: 2430.8342 - val_mean_squared_error: 2430.8342
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 38.4762 - mean_squared_error: 38.4762 - val_loss: 2530.1953 - val_mean_squared_error: 2530.1953
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0234 - mean_squared_error: 38.0234 - val_loss: 2606.2197 - val_mean_squared_error: 2606.2197
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 37.9889 - mean_squared_error: 37.9889 - val_loss: 2348.5059 - val_mean_squared_error: 2348.5059
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0575 - mean_squared_error: 37.0575 - val_loss: 2454.8325 - val_mean_squared_error: 2454.8325
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 35.9451 - mean_squared_error: 35.9451 - val_loss: 2575.0322 - val_mean_squared_error: 2575.0322
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 38.9882 - mean_squared_error: 38.9882 - val_loss: 2297.4868 - val_mean_squared_error: 2297.4868
2022-12-09 11:39:23.095954: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:39:23.744852: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2419.8315 - mean_squared_error: 2419.8315
2022-12-09 11:39:29.435352: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2419.8315 - mean_squared_error: 2419.8315 - val_loss: 765.4597 - val_mean_squared_error: 765.4597
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 104.7414 - mean_squared_error: 104.7414 - val_loss: 985.8565 - val_mean_squared_error: 985.8565
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 62.2896 - mean_squared_error: 62.2896 - val_loss: 1674.5481 - val_mean_squared_error: 1674.5481
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 55.2217 - mean_squared_error: 55.2217 - val_loss: 2127.1116 - val_mean_squared_error: 2127.1116
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 51.7455 - mean_squared_error: 51.7455 - val_loss: 2201.2097 - val_mean_squared_error: 2201.2097
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 40.7199 - mean_squared_error: 40.7199 - val_loss: 2057.6836 - val_mean_squared_error: 2057.6836
Epoch 7/25
81/81 [==============================] - 1s 11ms/step - loss: 41.1137 - mean_squared_error: 41.1137 - val_loss: 2068.2727 - val_mean_squared_error: 2068.2727
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 33.3863 - mean_squared_error: 33.3863 - val_loss: 1749.8444 - val_mean_squared_error: 1749.8442
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 36.0034 - mean_squared_error: 36.0034 - val_loss: 1809.3754 - val_mean_squared_error: 1809.3754
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 43.4501 - mean_squared_error: 43.4501 - val_loss: 1952.1949 - val_mean_squared_error: 1952.1949
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 34.6766 - mean_squared_error: 34.6766 - val_loss: 1612.6594 - val_mean_squared_error: 1612.6594
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 39.1626 - mean_squared_error: 39.1626 - val_loss: 1702.7590 - val_mean_squared_error: 1702.7590
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 44.3778 - mean_squared_error: 44.3778 - val_loss: 1828.7203 - val_mean_squared_error: 1828.7203
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 45.9740 - mean_squared_error: 45.9740 - val_loss: 1615.0160 - val_mean_squared_error: 1615.0160
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 32.6671 - mean_squared_error: 32.6671 - val_loss: 1749.6663 - val_mean_squared_error: 1749.6663
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 38.8997 - mean_squared_error: 38.8997 - val_loss: 1605.5273 - val_mean_squared_error: 1605.5273
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 40.8312 - mean_squared_error: 40.8312 - val_loss: 1446.3125 - val_mean_squared_error: 1446.3125
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 44.8652 - mean_squared_error: 44.8652 - val_loss: 1655.4810 - val_mean_squared_error: 1655.4810
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 41.4850 - mean_squared_error: 41.4850 - val_loss: 1388.4818 - val_mean_squared_error: 1388.4817
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 35.6246 - mean_squared_error: 35.6246 - val_loss: 1134.8584 - val_mean_squared_error: 1134.8584
Epoch 21/25
81/81 [==============================] - 1s 10ms/step - loss: 35.6810 - mean_squared_error: 35.6810 - val_loss: 1451.0798 - val_mean_squared_error: 1451.0798
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 39.4855 - mean_squared_error: 39.4855 - val_loss: 1728.6431 - val_mean_squared_error: 1728.6431
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 36.2798 - mean_squared_error: 36.2798 - val_loss: 1457.9606 - val_mean_squared_error: 1457.9606
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 38.7690 - mean_squared_error: 38.7690 - val_loss: 1349.7931 - val_mean_squared_error: 1349.7931
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 33.9558 - mean_squared_error: 33.9558 - val_loss: 1436.0901 - val_mean_squared_error: 1436.0900
2022-12-09 11:39:48.108472: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 11:39:48.762542: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2368.3997 - mean_squared_error: 2368.3997
2022-12-09 11:39:54.469035: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2368.3997 - mean_squared_error: 2368.3997 - val_loss: 833.6449 - val_mean_squared_error: 833.6449
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 114.8900 - mean_squared_error: 114.8900 - val_loss: 947.1974 - val_mean_squared_error: 947.1974
Epoch 3/25
81/81 [==============================] - 1s 14ms/step - loss: 62.3333 - mean_squared_error: 62.3333 - val_loss: 1674.6665 - val_mean_squared_error: 1674.6665
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 52.3445 - mean_squared_error: 52.3445 - val_loss: 2365.0715 - val_mean_squared_error: 2365.0715
Epoch 5/25
81/81 [==============================] - 1s 8ms/step - loss: 51.2385 - mean_squared_error: 51.2385 - val_loss: 2561.3855 - val_mean_squared_error: 2561.3855
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 47.3329 - mean_squared_error: 47.3329 - val_loss: 2501.8569 - val_mean_squared_error: 2501.8569
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 47.6879 - mean_squared_error: 47.6879 - val_loss: 2597.3452 - val_mean_squared_error: 2597.3452
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 46.7712 - mean_squared_error: 46.7712 - val_loss: 2692.5520 - val_mean_squared_error: 2692.5520
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 38.4363 - mean_squared_error: 38.4363 - val_loss: 2551.9617 - val_mean_squared_error: 2551.9617
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 40.7387 - mean_squared_error: 40.7387 - val_loss: 2582.6189 - val_mean_squared_error: 2582.6189
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 34.3793 - mean_squared_error: 34.3793 - val_loss: 2628.4419 - val_mean_squared_error: 2628.4419
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 47.7683 - mean_squared_error: 47.7683 - val_loss: 2552.1819 - val_mean_squared_error: 2552.1819
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 39.1410 - mean_squared_error: 39.1410 - val_loss: 2424.9907 - val_mean_squared_error: 2424.9907
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 37.0359 - mean_squared_error: 37.0359 - val_loss: 2362.2993 - val_mean_squared_error: 2362.2993
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 45.8961 - mean_squared_error: 45.8961 - val_loss: 2469.6262 - val_mean_squared_error: 2469.6262
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 38.6847 - mean_squared_error: 38.6847 - val_loss: 2313.1758 - val_mean_squared_error: 2313.1758
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 48.9862 - mean_squared_error: 48.9862 - val_loss: 2391.9319 - val_mean_squared_error: 2391.9319
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 45.8858 - mean_squared_error: 45.8858 - val_loss: 2483.5603 - val_mean_squared_error: 2483.5603
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 39.3429 - mean_squared_error: 39.3429 - val_loss: 2345.5945 - val_mean_squared_error: 2345.5945
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 38.8031 - mean_squared_error: 38.8031 - val_loss: 2330.4924 - val_mean_squared_error: 2330.4924
Epoch 21/25
81/81 [==============================] - 1s 10ms/step - loss: 49.1963 - mean_squared_error: 49.1963 - val_loss: 2369.5078 - val_mean_squared_error: 2369.5076
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 42.6661 - mean_squared_error: 42.6661 - val_loss: 2245.7180 - val_mean_squared_error: 2245.7180
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 35.4709 - mean_squared_error: 35.4709 - val_loss: 2420.4854 - val_mean_squared_error: 2420.4854
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 39.1234 - mean_squared_error: 39.1234 - val_loss: 2166.4968 - val_mean_squared_error: 2166.4968
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 40.6363 - mean_squared_error: 40.6363 - val_loss: 2215.9995 - val_mean_squared_error: 2215.9995
2022-12-09 11:40:12.986794: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 49)
(286, 49)
Epoch 1/25
2022-12-09 11:40:13.718599: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2388.3640 - mean_squared_error: 2388.3640
2022-12-09 11:40:19.529681: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 65ms/step - loss: 2388.3640 - mean_squared_error: 2388.3640 - val_loss: 749.5391 - val_mean_squared_error: 749.5391
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 128.7240 - mean_squared_error: 128.7240 - val_loss: 1002.1716 - val_mean_squared_error: 1002.1716
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 60.4005 - mean_squared_error: 60.4005 - val_loss: 1623.0138 - val_mean_squared_error: 1623.0138
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 50.6365 - mean_squared_error: 50.6365 - val_loss: 2119.8796 - val_mean_squared_error: 2119.8796
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 46.1634 - mean_squared_error: 46.1634 - val_loss: 2335.9282 - val_mean_squared_error: 2335.9282
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 42.7453 - mean_squared_error: 42.7453 - val_loss: 2510.5291 - val_mean_squared_error: 2510.5291
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 49.9041 - mean_squared_error: 49.9041 - val_loss: 2493.6914 - val_mean_squared_error: 2493.6914
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 39.6849 - mean_squared_error: 39.6849 - val_loss: 2508.5762 - val_mean_squared_error: 2508.5762
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 50.9918 - mean_squared_error: 50.9918 - val_loss: 2394.0220 - val_mean_squared_error: 2394.0220
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 39.2123 - mean_squared_error: 39.2123 - val_loss: 2294.1367 - val_mean_squared_error: 2294.1367
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 43.4028 - mean_squared_error: 43.4028 - val_loss: 2312.9009 - val_mean_squared_error: 2312.9009
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 47.3997 - mean_squared_error: 47.3997 - val_loss: 2365.5537 - val_mean_squared_error: 2365.5537
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 49.4144 - mean_squared_error: 49.4144 - val_loss: 2389.8408 - val_mean_squared_error: 2389.8408
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 38.8875 - mean_squared_error: 38.8875 - val_loss: 2239.9373 - val_mean_squared_error: 2239.9373
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 41.3835 - mean_squared_error: 41.3835 - val_loss: 2168.9258 - val_mean_squared_error: 2168.9258
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 36.4500 - mean_squared_error: 36.4500 - val_loss: 2301.4780 - val_mean_squared_error: 2301.4780
Epoch 17/25
81/81 [==============================] - 1s 10ms/step - loss: 42.6049 - mean_squared_error: 42.6049 - val_loss: 2260.6338 - val_mean_squared_error: 2260.6338
Epoch 18/25
81/81 [==============================] - 1s 10ms/step - loss: 43.0951 - mean_squared_error: 43.0951 - val_loss: 2035.1764 - val_mean_squared_error: 2035.1764
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0787 - mean_squared_error: 38.0787 - val_loss: 2218.7832 - val_mean_squared_error: 2218.7832
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 38.7869 - mean_squared_error: 38.7869 - val_loss: 2187.3904 - val_mean_squared_error: 2187.3904
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 38.6678 - mean_squared_error: 38.6678 - val_loss: 2099.2961 - val_mean_squared_error: 2099.2961
Epoch 22/25
81/81 [==============================] - 1s 10ms/step - loss: 41.2109 - mean_squared_error: 41.2109 - val_loss: 2105.5823 - val_mean_squared_error: 2105.5823
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 38.1533 - mean_squared_error: 38.1533 - val_loss: 2169.1697 - val_mean_squared_error: 2169.1697
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 38.4824 - mean_squared_error: 38.4824 - val_loss: 2097.5066 - val_mean_squared_error: 2097.5066
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 35.0585 - mean_squared_error: 35.0585 - val_loss: 2086.6765 - val_mean_squared_error: 2086.6765
2022-12-09 11:40:38.411850: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0006846783039059972
Generation:  16
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 ...
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:40:39.016607: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2354.2375 - mean_squared_error: 2354.2375
2022-12-09 11:40:44.701123: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2354.2375 - mean_squared_error: 2354.2375 - val_loss: 944.8262 - val_mean_squared_error: 944.8262
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 102.7147 - mean_squared_error: 102.7147 - val_loss: 1313.4987 - val_mean_squared_error: 1313.4987
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 61.7544 - mean_squared_error: 61.7544 - val_loss: 2319.2246 - val_mean_squared_error: 2319.2246
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 51.4812 - mean_squared_error: 51.4812 - val_loss: 2743.0789 - val_mean_squared_error: 2743.0789
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 43.5321 - mean_squared_error: 43.5321 - val_loss: 2787.6553 - val_mean_squared_error: 2787.6553
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 47.0198 - mean_squared_error: 47.0198 - val_loss: 2815.3540 - val_mean_squared_error: 2815.3540
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 42.6071 - mean_squared_error: 42.6071 - val_loss: 2825.4136 - val_mean_squared_error: 2825.4136
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 33.2895 - mean_squared_error: 33.2895 - val_loss: 2840.4182 - val_mean_squared_error: 2840.4182
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 38.4799 - mean_squared_error: 38.4799 - val_loss: 2848.6909 - val_mean_squared_error: 2848.6909
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 42.3998 - mean_squared_error: 42.3998 - val_loss: 2837.0696 - val_mean_squared_error: 2837.0696
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 40.9381 - mean_squared_error: 40.9381 - val_loss: 2856.5974 - val_mean_squared_error: 2856.5974
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 39.3338 - mean_squared_error: 39.3338 - val_loss: 2820.5112 - val_mean_squared_error: 2820.5112
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 42.1431 - mean_squared_error: 42.1431 - val_loss: 2805.5996 - val_mean_squared_error: 2805.5996
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 41.6210 - mean_squared_error: 41.6210 - val_loss: 2841.9663 - val_mean_squared_error: 2841.9663
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 41.1523 - mean_squared_error: 41.1523 - val_loss: 2739.7407 - val_mean_squared_error: 2739.7407
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 38.9097 - mean_squared_error: 38.9097 - val_loss: 2716.2815 - val_mean_squared_error: 2716.2815
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 33.7977 - mean_squared_error: 33.7977 - val_loss: 2755.9966 - val_mean_squared_error: 2755.9966
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 36.8344 - mean_squared_error: 36.8344 - val_loss: 2683.8782 - val_mean_squared_error: 2683.8782
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 35.8186 - mean_squared_error: 35.8186 - val_loss: 2655.1301 - val_mean_squared_error: 2655.1301
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 35.0255 - mean_squared_error: 35.0255 - val_loss: 2612.8674 - val_mean_squared_error: 2612.8674
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 40.4803 - mean_squared_error: 40.4803 - val_loss: 2666.2236 - val_mean_squared_error: 2666.2236
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 40.2436 - mean_squared_error: 40.2436 - val_loss: 2612.9744 - val_mean_squared_error: 2612.9744
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 39.3717 - mean_squared_error: 39.3717 - val_loss: 2628.8599 - val_mean_squared_error: 2628.8599
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 37.2977 - mean_squared_error: 37.2977 - val_loss: 2616.4839 - val_mean_squared_error: 2616.4839
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 35.4282 - mean_squared_error: 35.4282 - val_loss: 2675.7664 - val_mean_squared_error: 2675.7664
2022-12-09 11:41:03.188469: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 ...
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(2577, 49)
(286, 49)
Epoch 1/25
2022-12-09 11:41:03.769683: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2419.3972 - mean_squared_error: 2419.3972
2022-12-09 11:41:09.357817: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2419.3972 - mean_squared_error: 2419.3972 - val_loss: 623.0573 - val_mean_squared_error: 623.0573
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 110.1245 - mean_squared_error: 110.1245 - val_loss: 1107.7866 - val_mean_squared_error: 1107.7866
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 63.4768 - mean_squared_error: 63.4768 - val_loss: 1897.5398 - val_mean_squared_error: 1897.5398
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 51.8466 - mean_squared_error: 51.8466 - val_loss: 2370.8838 - val_mean_squared_error: 2370.8838
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 45.0181 - mean_squared_error: 45.0181 - val_loss: 2754.7312 - val_mean_squared_error: 2754.7312
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 47.9317 - mean_squared_error: 47.9317 - val_loss: 2828.2656 - val_mean_squared_error: 2828.2656
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 47.3009 - mean_squared_error: 47.3009 - val_loss: 2859.4841 - val_mean_squared_error: 2859.4841
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 46.2834 - mean_squared_error: 46.2834 - val_loss: 2853.3855 - val_mean_squared_error: 2853.3855
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 45.2904 - mean_squared_error: 45.2904 - val_loss: 2858.0657 - val_mean_squared_error: 2858.0657
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 42.7792 - mean_squared_error: 42.7791 - val_loss: 2870.3831 - val_mean_squared_error: 2870.3831
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 38.9267 - mean_squared_error: 38.9267 - val_loss: 2808.1399 - val_mean_squared_error: 2808.1399
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0465 - mean_squared_error: 38.0465 - val_loss: 2821.4465 - val_mean_squared_error: 2821.4465
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 39.5343 - mean_squared_error: 39.5343 - val_loss: 2804.5884 - val_mean_squared_error: 2804.5881
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 45.6428 - mean_squared_error: 45.6428 - val_loss: 2795.4946 - val_mean_squared_error: 2795.4946
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 38.5172 - mean_squared_error: 38.5172 - val_loss: 2822.4180 - val_mean_squared_error: 2822.4180
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 44.7648 - mean_squared_error: 44.7648 - val_loss: 2799.9128 - val_mean_squared_error: 2799.9128
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 46.0498 - mean_squared_error: 46.0498 - val_loss: 2736.9495 - val_mean_squared_error: 2736.9495
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 47.1294 - mean_squared_error: 47.1294 - val_loss: 2748.3857 - val_mean_squared_error: 2748.3857
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 41.1915 - mean_squared_error: 41.1915 - val_loss: 2756.8667 - val_mean_squared_error: 2756.8667
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 44.8711 - mean_squared_error: 44.8711 - val_loss: 2754.0457 - val_mean_squared_error: 2754.0457
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 41.1726 - mean_squared_error: 41.1726 - val_loss: 2800.2881 - val_mean_squared_error: 2800.2881
Epoch 22/25
81/81 [==============================] - 1s 10ms/step - loss: 46.3552 - mean_squared_error: 46.3552 - val_loss: 2708.5525 - val_mean_squared_error: 2708.5525
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 41.2057 - mean_squared_error: 41.2057 - val_loss: 2614.8323 - val_mean_squared_error: 2614.8320
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 35.8733 - mean_squared_error: 35.8733 - val_loss: 2578.4624 - val_mean_squared_error: 2578.4624
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 44.3309 - mean_squared_error: 44.3309 - val_loss: 2654.2817 - val_mean_squared_error: 2654.2815
2022-12-09 11:41:27.985844: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 ...
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(2577, 47)
(286, 47)
Epoch 1/25
2022-12-09 11:41:28.623526: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2376.8250 - mean_squared_error: 2376.8250
2022-12-09 11:41:34.261184: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2376.8250 - mean_squared_error: 2376.8250 - val_loss: 999.5957 - val_mean_squared_error: 999.5957
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 115.1317 - mean_squared_error: 115.1317 - val_loss: 1236.8605 - val_mean_squared_error: 1236.8605
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 64.7399 - mean_squared_error: 64.7399 - val_loss: 1844.7253 - val_mean_squared_error: 1844.7253
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 53.7990 - mean_squared_error: 53.7990 - val_loss: 2387.3367 - val_mean_squared_error: 2387.3367
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 40.0645 - mean_squared_error: 40.0645 - val_loss: 2462.3796 - val_mean_squared_error: 2462.3796
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 46.8282 - mean_squared_error: 46.8282 - val_loss: 2642.7361 - val_mean_squared_error: 2642.7361
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 55.9683 - mean_squared_error: 55.9683 - val_loss: 2471.3945 - val_mean_squared_error: 2471.3945
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 47.1879 - mean_squared_error: 47.1879 - val_loss: 2411.0393 - val_mean_squared_error: 2411.0393
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 36.9926 - mean_squared_error: 36.9926 - val_loss: 2370.2026 - val_mean_squared_error: 2370.2026
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 39.0343 - mean_squared_error: 39.0343 - val_loss: 2371.1248 - val_mean_squared_error: 2371.1248
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 38.4749 - mean_squared_error: 38.4749 - val_loss: 2236.5029 - val_mean_squared_error: 2236.5029
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 46.1706 - mean_squared_error: 46.1706 - val_loss: 2333.1147 - val_mean_squared_error: 2333.1145
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 34.3618 - mean_squared_error: 34.3618 - val_loss: 2003.2751 - val_mean_squared_error: 2003.2751
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 40.2332 - mean_squared_error: 40.2332 - val_loss: 2344.3252 - val_mean_squared_error: 2344.3252
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 41.4242 - mean_squared_error: 41.4242 - val_loss: 2100.2141 - val_mean_squared_error: 2100.2141
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 52.0749 - mean_squared_error: 52.0749 - val_loss: 2254.0359 - val_mean_squared_error: 2254.0359
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 41.9997 - mean_squared_error: 41.9997 - val_loss: 2037.0275 - val_mean_squared_error: 2037.0275
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 43.2875 - mean_squared_error: 43.2875 - val_loss: 1951.7843 - val_mean_squared_error: 1951.7843
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 39.8546 - mean_squared_error: 39.8546 - val_loss: 1895.9987 - val_mean_squared_error: 1895.9987
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 41.0477 - mean_squared_error: 41.0477 - val_loss: 1821.0941 - val_mean_squared_error: 1821.0941
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 39.7378 - mean_squared_error: 39.7378 - val_loss: 1774.4484 - val_mean_squared_error: 1774.4484
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 43.2816 - mean_squared_error: 43.2816 - val_loss: 1840.7867 - val_mean_squared_error: 1840.7867
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 44.5706 - mean_squared_error: 44.5706 - val_loss: 1823.0372 - val_mean_squared_error: 1823.0372
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 43.8295 - mean_squared_error: 43.8295 - val_loss: 1978.2646 - val_mean_squared_error: 1978.2646
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 36.8300 - mean_squared_error: 36.8300 - val_loss: 1635.5800 - val_mean_squared_error: 1635.5800
2022-12-09 11:41:52.954898: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.82922519 ... 0.         0.         0.        ]
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 ...
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 11:41:53.620482: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2417.4104 - mean_squared_error: 2417.4104
2022-12-09 11:41:58.959651: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2417.4104 - mean_squared_error: 2417.4104 - val_loss: 1041.1337 - val_mean_squared_error: 1041.1337
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 114.6136 - mean_squared_error: 114.6136 - val_loss: 1169.2450 - val_mean_squared_error: 1169.2450
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 70.9250 - mean_squared_error: 70.9250 - val_loss: 1912.5996 - val_mean_squared_error: 1912.5996
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 49.3334 - mean_squared_error: 49.3334 - val_loss: 2330.6980 - val_mean_squared_error: 2330.6980
Epoch 5/25
81/81 [==============================] - 1s 8ms/step - loss: 50.8446 - mean_squared_error: 50.8446 - val_loss: 2493.3391 - val_mean_squared_error: 2493.3391
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 46.9234 - mean_squared_error: 46.9234 - val_loss: 2617.4636 - val_mean_squared_error: 2617.4636
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 44.6372 - mean_squared_error: 44.6372 - val_loss: 2526.0330 - val_mean_squared_error: 2526.0330
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 43.8037 - mean_squared_error: 43.8037 - val_loss: 2565.3340 - val_mean_squared_error: 2565.3340
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 41.5429 - mean_squared_error: 41.5429 - val_loss: 2585.7493 - val_mean_squared_error: 2585.7493
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 43.2826 - mean_squared_error: 43.2826 - val_loss: 2542.9082 - val_mean_squared_error: 2542.9082
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 42.7685 - mean_squared_error: 42.7685 - val_loss: 2537.2666 - val_mean_squared_error: 2537.2666
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 37.4868 - mean_squared_error: 37.4868 - val_loss: 2514.4272 - val_mean_squared_error: 2514.4272
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 43.1789 - mean_squared_error: 43.1789 - val_loss: 2510.5977 - val_mean_squared_error: 2510.5977
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 37.0063 - mean_squared_error: 37.0063 - val_loss: 2485.0955 - val_mean_squared_error: 2485.0955
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 38.4567 - mean_squared_error: 38.4567 - val_loss: 2443.1328 - val_mean_squared_error: 2443.1328
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 44.3310 - mean_squared_error: 44.3310 - val_loss: 2380.4453 - val_mean_squared_error: 2380.4453
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 42.1007 - mean_squared_error: 42.1007 - val_loss: 2294.8110 - val_mean_squared_error: 2294.8110
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 36.5053 - mean_squared_error: 36.5053 - val_loss: 2226.2729 - val_mean_squared_error: 2226.2729
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 40.5830 - mean_squared_error: 40.5830 - val_loss: 2278.3816 - val_mean_squared_error: 2278.3816
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 33.2448 - mean_squared_error: 33.2448 - val_loss: 2381.0361 - val_mean_squared_error: 2381.0361
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 36.0616 - mean_squared_error: 36.0616 - val_loss: 2245.0608 - val_mean_squared_error: 2245.0608
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0583 - mean_squared_error: 37.0583 - val_loss: 2251.1926 - val_mean_squared_error: 2251.1926
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 42.4923 - mean_squared_error: 42.4923 - val_loss: 2324.9714 - val_mean_squared_error: 2324.9714
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 46.0748 - mean_squared_error: 46.0748 - val_loss: 2136.2061 - val_mean_squared_error: 2136.2061
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 37.8596 - mean_squared_error: 37.8596 - val_loss: 2185.1858 - val_mean_squared_error: 2185.1858
2022-12-09 11:42:22.310017: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 48)
(286, 48)
Epoch 1/25
2022-12-09 11:42:23.078644: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2331.6182 - mean_squared_error: 2331.6182
2022-12-09 11:42:28.623635: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2331.6182 - mean_squared_error: 2331.6182 - val_loss: 730.5262 - val_mean_squared_error: 730.5262
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 107.7866 - mean_squared_error: 107.7866 - val_loss: 1103.8779 - val_mean_squared_error: 1103.8779
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 71.9297 - mean_squared_error: 71.9297 - val_loss: 2089.8518 - val_mean_squared_error: 2089.8518
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 64.6718 - mean_squared_error: 64.6718 - val_loss: 2652.1133 - val_mean_squared_error: 2652.1133
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 46.9670 - mean_squared_error: 46.9670 - val_loss: 2716.1521 - val_mean_squared_error: 2716.1521
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 44.2734 - mean_squared_error: 44.2734 - val_loss: 2727.7566 - val_mean_squared_error: 2727.7566
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 45.3567 - mean_squared_error: 45.3567 - val_loss: 2640.0037 - val_mean_squared_error: 2640.0037
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 41.3712 - mean_squared_error: 41.3712 - val_loss: 2593.6882 - val_mean_squared_error: 2593.6882
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 45.0343 - mean_squared_error: 45.0343 - val_loss: 2628.2639 - val_mean_squared_error: 2628.2639
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 40.4334 - mean_squared_error: 40.4334 - val_loss: 2608.6785 - val_mean_squared_error: 2608.6785
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 42.3308 - mean_squared_error: 42.3308 - val_loss: 2635.4280 - val_mean_squared_error: 2635.4280
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 37.1901 - mean_squared_error: 37.1901 - val_loss: 2540.3623 - val_mean_squared_error: 2540.3623
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 35.9065 - mean_squared_error: 35.9065 - val_loss: 2594.1113 - val_mean_squared_error: 2594.1113
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 45.2101 - mean_squared_error: 45.2101 - val_loss: 2636.7705 - val_mean_squared_error: 2636.7705
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 39.0350 - mean_squared_error: 39.0350 - val_loss: 2338.2437 - val_mean_squared_error: 2338.2437
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 31.7880 - mean_squared_error: 31.7880 - val_loss: 2537.4009 - val_mean_squared_error: 2537.4009
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 38.7797 - mean_squared_error: 38.7797 - val_loss: 2499.4988 - val_mean_squared_error: 2499.4985
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 40.4219 - mean_squared_error: 40.4219 - val_loss: 2343.2654 - val_mean_squared_error: 2343.2654
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 40.2490 - mean_squared_error: 40.2490 - val_loss: 2406.4082 - val_mean_squared_error: 2406.4082
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 35.7088 - mean_squared_error: 35.7088 - val_loss: 2548.0464 - val_mean_squared_error: 2548.0464
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 37.8143 - mean_squared_error: 37.8143 - val_loss: 2349.9482 - val_mean_squared_error: 2349.9482
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 34.9533 - mean_squared_error: 34.9533 - val_loss: 2452.5701 - val_mean_squared_error: 2452.5701
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 36.3149 - mean_squared_error: 36.3149 - val_loss: 2383.8855 - val_mean_squared_error: 2383.8855
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 40.1676 - mean_squared_error: 40.1676 - val_loss: 2281.3142 - val_mean_squared_error: 2281.3142
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 35.7624 - mean_squared_error: 35.7624 - val_loss: 2291.7595 - val_mean_squared_error: 2291.7595
2022-12-09 11:42:47.534882: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0006055627764574679
Generation:  17
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 47)
(286, 47)
Epoch 1/25
2022-12-09 11:42:48.132760: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2378.2219 - mean_squared_error: 2378.2219
2022-12-09 11:42:53.418015: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2378.2219 - mean_squared_error: 2378.2219 - val_loss: 941.6002 - val_mean_squared_error: 941.6002
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 119.2982 - mean_squared_error: 119.2982 - val_loss: 1053.2670 - val_mean_squared_error: 1053.2670
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 59.0966 - mean_squared_error: 59.0966 - val_loss: 1761.9877 - val_mean_squared_error: 1761.9877
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 56.2513 - mean_squared_error: 56.2513 - val_loss: 2144.3813 - val_mean_squared_error: 2144.3813
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 47.6038 - mean_squared_error: 47.6038 - val_loss: 2232.6709 - val_mean_squared_error: 2232.6709
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 48.8401 - mean_squared_error: 48.8401 - val_loss: 2493.0667 - val_mean_squared_error: 2493.0667
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 46.0693 - mean_squared_error: 46.0693 - val_loss: 2310.2822 - val_mean_squared_error: 2310.2822
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 42.1668 - mean_squared_error: 42.1668 - val_loss: 2329.8992 - val_mean_squared_error: 2329.8992
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 40.9336 - mean_squared_error: 40.9336 - val_loss: 2199.7947 - val_mean_squared_error: 2199.7947
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 43.9821 - mean_squared_error: 43.9821 - val_loss: 2304.3579 - val_mean_squared_error: 2304.3579
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 37.3512 - mean_squared_error: 37.3512 - val_loss: 2312.2344 - val_mean_squared_error: 2312.2341
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 39.2414 - mean_squared_error: 39.2414 - val_loss: 2196.8369 - val_mean_squared_error: 2196.8369
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 45.3774 - mean_squared_error: 45.3774 - val_loss: 2294.2817 - val_mean_squared_error: 2294.2817
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 42.0655 - mean_squared_error: 42.0655 - val_loss: 2118.9021 - val_mean_squared_error: 2118.9021
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 43.6818 - mean_squared_error: 43.6818 - val_loss: 2027.6676 - val_mean_squared_error: 2027.6674
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 42.1400 - mean_squared_error: 42.1400 - val_loss: 2019.1392 - val_mean_squared_error: 2019.1392
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 40.0643 - mean_squared_error: 40.0643 - val_loss: 2053.2712 - val_mean_squared_error: 2053.2712
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 44.6532 - mean_squared_error: 44.6532 - val_loss: 2086.7881 - val_mean_squared_error: 2086.7881
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 45.0100 - mean_squared_error: 45.0100 - val_loss: 1912.3440 - val_mean_squared_error: 1912.3440
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 42.7265 - mean_squared_error: 42.7265 - val_loss: 1991.9608 - val_mean_squared_error: 1991.9608
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 42.3683 - mean_squared_error: 42.3683 - val_loss: 1873.0120 - val_mean_squared_error: 1873.0120
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 40.1376 - mean_squared_error: 40.1376 - val_loss: 1847.3610 - val_mean_squared_error: 1847.3610
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 44.4224 - mean_squared_error: 44.4224 - val_loss: 1810.0461 - val_mean_squared_error: 1810.0461
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 39.3345 - mean_squared_error: 39.3345 - val_loss: 1916.2263 - val_mean_squared_error: 1916.2263
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 41.8275 - mean_squared_error: 41.8275 - val_loss: 1794.9149 - val_mean_squared_error: 1794.9149
2022-12-09 11:43:11.991150: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.82922519 ... 0.         0.         0.        ]
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 11:43:12.536767: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2383.3079 - mean_squared_error: 2383.3079
2022-12-09 11:43:17.832075: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2383.3079 - mean_squared_error: 2383.3079 - val_loss: 1037.3567 - val_mean_squared_error: 1037.3567
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 121.6001 - mean_squared_error: 121.6001 - val_loss: 1293.7538 - val_mean_squared_error: 1293.7538
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 64.2862 - mean_squared_error: 64.2862 - val_loss: 1762.4603 - val_mean_squared_error: 1762.4603
Epoch 4/25
81/81 [==============================] - 1s 13ms/step - loss: 57.6121 - mean_squared_error: 57.6121 - val_loss: 2358.4597 - val_mean_squared_error: 2358.4597
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 50.8459 - mean_squared_error: 50.8459 - val_loss: 2351.5869 - val_mean_squared_error: 2351.5869
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 49.0932 - mean_squared_error: 49.0932 - val_loss: 2405.5334 - val_mean_squared_error: 2405.5334
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 49.4481 - mean_squared_error: 49.4481 - val_loss: 2456.7717 - val_mean_squared_error: 2456.7717
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 37.9214 - mean_squared_error: 37.9214 - val_loss: 2254.2610 - val_mean_squared_error: 2254.2610
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 44.9805 - mean_squared_error: 44.9805 - val_loss: 2443.1768 - val_mean_squared_error: 2443.1768
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 35.6278 - mean_squared_error: 35.6278 - val_loss: 2337.7307 - val_mean_squared_error: 2337.7307
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 44.0146 - mean_squared_error: 44.0146 - val_loss: 2243.0510 - val_mean_squared_error: 2243.0510
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 41.5320 - mean_squared_error: 41.5320 - val_loss: 2313.7590 - val_mean_squared_error: 2313.7590
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 37.2081 - mean_squared_error: 37.2081 - val_loss: 2374.7397 - val_mean_squared_error: 2374.7397
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 34.5508 - mean_squared_error: 34.5508 - val_loss: 2093.7913 - val_mean_squared_error: 2093.7913
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 43.4239 - mean_squared_error: 43.4239 - val_loss: 2201.1226 - val_mean_squared_error: 2201.1226
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 37.6392 - mean_squared_error: 37.6392 - val_loss: 2123.5088 - val_mean_squared_error: 2123.5088
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 35.7803 - mean_squared_error: 35.7803 - val_loss: 1888.0723 - val_mean_squared_error: 1888.0723
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 40.2792 - mean_squared_error: 40.2792 - val_loss: 2168.6987 - val_mean_squared_error: 2168.6987
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 38.1115 - mean_squared_error: 38.1115 - val_loss: 2086.3535 - val_mean_squared_error: 2086.3535
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 49.5988 - mean_squared_error: 49.5988 - val_loss: 2042.4666 - val_mean_squared_error: 2042.4666
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 36.4142 - mean_squared_error: 36.4142 - val_loss: 2054.7178 - val_mean_squared_error: 2054.7178
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 41.2767 - mean_squared_error: 41.2767 - val_loss: 2084.1936 - val_mean_squared_error: 2084.1936
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 39.1543 - mean_squared_error: 39.1543 - val_loss: 1956.9008 - val_mean_squared_error: 1956.9008
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 43.0615 - mean_squared_error: 43.0615 - val_loss: 1826.7743 - val_mean_squared_error: 1826.7743
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 35.2807 - mean_squared_error: 35.2807 - val_loss: 1938.2625 - val_mean_squared_error: 1938.2622
2022-12-09 11:43:36.438475: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
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 ...
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(2577, 48)
(286, 48)
Epoch 1/25
2022-12-09 11:43:36.995245: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2378.4526 - mean_squared_error: 2378.4526
2022-12-09 11:43:42.290899: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2378.4526 - mean_squared_error: 2378.4526 - val_loss: 895.1122 - val_mean_squared_error: 895.1122
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 105.5996 - mean_squared_error: 105.5996 - val_loss: 1154.9576 - val_mean_squared_error: 1154.9576
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 74.3361 - mean_squared_error: 74.3361 - val_loss: 2301.7905 - val_mean_squared_error: 2301.7905
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 58.5627 - mean_squared_error: 58.5627 - val_loss: 2627.8101 - val_mean_squared_error: 2627.8101
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 52.1447 - mean_squared_error: 52.1447 - val_loss: 2596.5378 - val_mean_squared_error: 2596.5378
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 41.8658 - mean_squared_error: 41.8658 - val_loss: 2696.1482 - val_mean_squared_error: 2696.1482
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 43.8651 - mean_squared_error: 43.8651 - val_loss: 2635.0195 - val_mean_squared_error: 2635.0195
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 36.6009 - mean_squared_error: 36.6009 - val_loss: 2628.5090 - val_mean_squared_error: 2628.5090
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 35.2955 - mean_squared_error: 35.2955 - val_loss: 2612.9524 - val_mean_squared_error: 2612.9524
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0813 - mean_squared_error: 37.0813 - val_loss: 2617.2500 - val_mean_squared_error: 2617.2500
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 32.7035 - mean_squared_error: 32.7035 - val_loss: 2544.8564 - val_mean_squared_error: 2544.8564
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 39.8947 - mean_squared_error: 39.8947 - val_loss: 2458.4099 - val_mean_squared_error: 2458.4099
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 37.7387 - mean_squared_error: 37.7387 - val_loss: 2399.5703 - val_mean_squared_error: 2399.5703
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 36.3486 - mean_squared_error: 36.3486 - val_loss: 2440.0266 - val_mean_squared_error: 2440.0264
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 35.1677 - mean_squared_error: 35.1677 - val_loss: 2396.9480 - val_mean_squared_error: 2396.9480
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 38.5595 - mean_squared_error: 38.5595 - val_loss: 2398.0828 - val_mean_squared_error: 2398.0828
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 42.9176 - mean_squared_error: 42.9176 - val_loss: 2296.0901 - val_mean_squared_error: 2296.0901
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 39.0137 - mean_squared_error: 39.0137 - val_loss: 2294.3164 - val_mean_squared_error: 2294.3164
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 35.8242 - mean_squared_error: 35.8242 - val_loss: 2347.0659 - val_mean_squared_error: 2347.0659
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 42.8027 - mean_squared_error: 42.8027 - val_loss: 2236.1074 - val_mean_squared_error: 2236.1074
Epoch 21/25
81/81 [==============================] - 1s 10ms/step - loss: 49.8204 - mean_squared_error: 49.8204 - val_loss: 2243.8240 - val_mean_squared_error: 2243.8237
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 40.4717 - mean_squared_error: 40.4717 - val_loss: 2108.7434 - val_mean_squared_error: 2108.7434
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 37.5878 - mean_squared_error: 37.5878 - val_loss: 2266.1240 - val_mean_squared_error: 2266.1240
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 39.7334 - mean_squared_error: 39.7334 - val_loss: 2188.6675 - val_mean_squared_error: 2188.6675
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 42.9171 - mean_squared_error: 42.9171 - val_loss: 2173.5354 - val_mean_squared_error: 2173.5354
2022-12-09 11:44:00.737585: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 49)
(286, 49)
Epoch 1/25
2022-12-09 11:44:01.308213: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2440.0964 - mean_squared_error: 2440.0964
2022-12-09 11:44:06.640808: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2440.0964 - mean_squared_error: 2440.0964 - val_loss: 912.2570 - val_mean_squared_error: 912.2570
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 117.3343 - mean_squared_error: 117.3343 - val_loss: 1278.9004 - val_mean_squared_error: 1278.9004
Epoch 3/25
81/81 [==============================] - 1s 14ms/step - loss: 59.0480 - mean_squared_error: 59.0480 - val_loss: 1812.4838 - val_mean_squared_error: 1812.4838
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 60.9555 - mean_squared_error: 60.9555 - val_loss: 2378.6018 - val_mean_squared_error: 2378.6018
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 45.0268 - mean_squared_error: 45.0268 - val_loss: 2739.3271 - val_mean_squared_error: 2739.3271
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 50.6169 - mean_squared_error: 50.6169 - val_loss: 2763.3562 - val_mean_squared_error: 2763.3562
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 48.6525 - mean_squared_error: 48.6525 - val_loss: 2823.2646 - val_mean_squared_error: 2823.2646
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 43.1703 - mean_squared_error: 43.1703 - val_loss: 2807.8147 - val_mean_squared_error: 2807.8147
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 39.0694 - mean_squared_error: 39.0694 - val_loss: 2781.0803 - val_mean_squared_error: 2781.0803
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 44.8510 - mean_squared_error: 44.8510 - val_loss: 2735.5117 - val_mean_squared_error: 2735.5117
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 41.4595 - mean_squared_error: 41.4595 - val_loss: 2658.7812 - val_mean_squared_error: 2658.7812
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0560 - mean_squared_error: 37.0560 - val_loss: 2685.6670 - val_mean_squared_error: 2685.6670
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 43.5192 - mean_squared_error: 43.5192 - val_loss: 2636.3413 - val_mean_squared_error: 2636.3413
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 36.7682 - mean_squared_error: 36.7682 - val_loss: 2685.3132 - val_mean_squared_error: 2685.3132
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 40.1426 - mean_squared_error: 40.1426 - val_loss: 2608.4265 - val_mean_squared_error: 2608.4265
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 39.2727 - mean_squared_error: 39.2727 - val_loss: 2519.6602 - val_mean_squared_error: 2519.6602
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 42.5517 - mean_squared_error: 42.5517 - val_loss: 2592.3386 - val_mean_squared_error: 2592.3386
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 41.3142 - mean_squared_error: 41.3142 - val_loss: 2480.3528 - val_mean_squared_error: 2480.3528
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 43.8143 - mean_squared_error: 43.8143 - val_loss: 2453.0164 - val_mean_squared_error: 2453.0164
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 45.1508 - mean_squared_error: 45.1508 - val_loss: 2455.7070 - val_mean_squared_error: 2455.7070
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 37.7707 - mean_squared_error: 37.7707 - val_loss: 2298.1606 - val_mean_squared_error: 2298.1606
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 42.7142 - mean_squared_error: 42.7142 - val_loss: 2333.9990 - val_mean_squared_error: 2333.9990
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 40.2734 - mean_squared_error: 40.2734 - val_loss: 2464.7222 - val_mean_squared_error: 2464.7219
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 36.2854 - mean_squared_error: 36.2854 - val_loss: 2220.8999 - val_mean_squared_error: 2220.8999
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 49.1555 - mean_squared_error: 49.1555 - val_loss: 2229.7424 - val_mean_squared_error: 2229.7424
2022-12-09 11:44:25.052248: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:44:25.715278: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2425.9658 - mean_squared_error: 2425.9658
2022-12-09 11:44:31.126605: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 61ms/step - loss: 2425.9658 - mean_squared_error: 2425.9658 - val_loss: 906.9336 - val_mean_squared_error: 906.9336
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 121.1140 - mean_squared_error: 121.1140 - val_loss: 978.2647 - val_mean_squared_error: 978.2646
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 55.9471 - mean_squared_error: 55.9471 - val_loss: 1414.1337 - val_mean_squared_error: 1414.1337
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 51.9535 - mean_squared_error: 51.9535 - val_loss: 1863.6248 - val_mean_squared_error: 1863.6248
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 45.6101 - mean_squared_error: 45.6101 - val_loss: 2290.5662 - val_mean_squared_error: 2290.5662
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 44.0157 - mean_squared_error: 44.0157 - val_loss: 2372.6841 - val_mean_squared_error: 2372.6841
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 49.9795 - mean_squared_error: 49.9795 - val_loss: 2429.6375 - val_mean_squared_error: 2429.6375
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 45.8971 - mean_squared_error: 45.8971 - val_loss: 2275.0696 - val_mean_squared_error: 2275.0696
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 44.9526 - mean_squared_error: 44.9526 - val_loss: 2298.6702 - val_mean_squared_error: 2298.6702
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 38.8829 - mean_squared_error: 38.8829 - val_loss: 2159.0002 - val_mean_squared_error: 2159.0002
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 44.5605 - mean_squared_error: 44.5605 - val_loss: 2100.8359 - val_mean_squared_error: 2100.8359
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 41.8222 - mean_squared_error: 41.8222 - val_loss: 2033.4471 - val_mean_squared_error: 2033.4471
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 42.1239 - mean_squared_error: 42.1239 - val_loss: 2108.3538 - val_mean_squared_error: 2108.3535
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 37.8993 - mean_squared_error: 37.8993 - val_loss: 2283.9470 - val_mean_squared_error: 2283.9470
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 35.7735 - mean_squared_error: 35.7735 - val_loss: 2169.4290 - val_mean_squared_error: 2169.4290
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 35.7394 - mean_squared_error: 35.7394 - val_loss: 1969.9314 - val_mean_squared_error: 1969.9314
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 43.3827 - mean_squared_error: 43.3827 - val_loss: 2133.2612 - val_mean_squared_error: 2133.2612
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 39.9074 - mean_squared_error: 39.9074 - val_loss: 2086.8770 - val_mean_squared_error: 2086.8770
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 46.4948 - mean_squared_error: 46.4948 - val_loss: 2071.0872 - val_mean_squared_error: 2071.0872
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 44.2772 - mean_squared_error: 44.2772 - val_loss: 1814.3591 - val_mean_squared_error: 1814.3591
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 40.7199 - mean_squared_error: 40.7199 - val_loss: 1898.0376 - val_mean_squared_error: 1898.0376
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 41.5000 - mean_squared_error: 41.5000 - val_loss: 1905.8715 - val_mean_squared_error: 1905.8715
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 47.4777 - mean_squared_error: 47.4777 - val_loss: 1748.7109 - val_mean_squared_error: 1748.7109
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 44.0474 - mean_squared_error: 44.0474 - val_loss: 1851.0269 - val_mean_squared_error: 1851.0269
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 44.9713 - mean_squared_error: 44.9713 - val_loss: 1718.7821 - val_mean_squared_error: 1718.7821
2022-12-09 11:44:49.755343: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0005764334791594577
Generation:  18
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:44:50.306375: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2390.6396 - mean_squared_error: 2390.6396
2022-12-09 11:44:55.734430: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2390.6396 - mean_squared_error: 2390.6396 - val_loss: 927.8461 - val_mean_squared_error: 927.8461
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 122.8590 - mean_squared_error: 122.8590 - val_loss: 1107.8759 - val_mean_squared_error: 1107.8759
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 58.3722 - mean_squared_error: 58.3722 - val_loss: 1620.5264 - val_mean_squared_error: 1620.5264
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 50.7685 - mean_squared_error: 50.7685 - val_loss: 2266.6560 - val_mean_squared_error: 2266.6560
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 47.2122 - mean_squared_error: 47.2122 - val_loss: 2575.1125 - val_mean_squared_error: 2575.1125
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 55.8902 - mean_squared_error: 55.8902 - val_loss: 2715.3120 - val_mean_squared_error: 2715.3120
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 40.1462 - mean_squared_error: 40.1462 - val_loss: 2714.1819 - val_mean_squared_error: 2714.1819
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 41.7171 - mean_squared_error: 41.7171 - val_loss: 2773.8838 - val_mean_squared_error: 2773.8838
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 44.5864 - mean_squared_error: 44.5864 - val_loss: 2741.9800 - val_mean_squared_error: 2741.9797
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 40.2824 - mean_squared_error: 40.2824 - val_loss: 2719.6648 - val_mean_squared_error: 2719.6648
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 41.4281 - mean_squared_error: 41.4281 - val_loss: 2742.3987 - val_mean_squared_error: 2742.3987
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 40.1085 - mean_squared_error: 40.1085 - val_loss: 2638.1667 - val_mean_squared_error: 2638.1667
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 45.9615 - mean_squared_error: 45.9615 - val_loss: 2701.6111 - val_mean_squared_error: 2701.6111
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 49.0224 - mean_squared_error: 49.0224 - val_loss: 2514.1648 - val_mean_squared_error: 2514.1648
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 37.1845 - mean_squared_error: 37.1845 - val_loss: 2652.0410 - val_mean_squared_error: 2652.0410
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 40.0823 - mean_squared_error: 40.0823 - val_loss: 2636.1321 - val_mean_squared_error: 2636.1321
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 42.3920 - mean_squared_error: 42.3920 - val_loss: 2572.2773 - val_mean_squared_error: 2572.2773
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 45.8514 - mean_squared_error: 45.8514 - val_loss: 2562.5444 - val_mean_squared_error: 2562.5444
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 35.7851 - mean_squared_error: 35.7851 - val_loss: 2571.2227 - val_mean_squared_error: 2571.2227
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 39.6949 - mean_squared_error: 39.6949 - val_loss: 2525.5024 - val_mean_squared_error: 2525.5024
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 45.6048 - mean_squared_error: 45.6048 - val_loss: 2519.2913 - val_mean_squared_error: 2519.2913
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 49.1006 - mean_squared_error: 49.1006 - val_loss: 2427.2285 - val_mean_squared_error: 2427.2285
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 38.5198 - mean_squared_error: 38.5198 - val_loss: 2407.1360 - val_mean_squared_error: 2407.1357
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 43.1937 - mean_squared_error: 43.1937 - val_loss: 2332.8496 - val_mean_squared_error: 2332.8496
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 42.5200 - mean_squared_error: 42.5200 - val_loss: 2247.1245 - val_mean_squared_error: 2247.1245
2022-12-09 11:45:14.289128: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 ...
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(2577, 47)
(286, 47)
Epoch 1/25
2022-12-09 11:45:14.862394: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2406.4463 - mean_squared_error: 2406.4463
2022-12-09 11:45:20.319282: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2406.4463 - mean_squared_error: 2406.4463 - val_loss: 926.9412 - val_mean_squared_error: 926.9412
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 127.2811 - mean_squared_error: 127.2811 - val_loss: 1286.3481 - val_mean_squared_error: 1286.3481
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 58.5898 - mean_squared_error: 58.5898 - val_loss: 1970.6021 - val_mean_squared_error: 1970.6021
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 56.8386 - mean_squared_error: 56.8386 - val_loss: 2227.7053 - val_mean_squared_error: 2227.7053
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 44.5174 - mean_squared_error: 44.5174 - val_loss: 2315.4675 - val_mean_squared_error: 2315.4675
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 45.7191 - mean_squared_error: 45.7191 - val_loss: 2442.6782 - val_mean_squared_error: 2442.6782
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 47.1260 - mean_squared_error: 47.1260 - val_loss: 2463.6145 - val_mean_squared_error: 2463.6145
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 43.5654 - mean_squared_error: 43.5654 - val_loss: 2357.1382 - val_mean_squared_error: 2357.1382
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 41.6844 - mean_squared_error: 41.6844 - val_loss: 2398.8740 - val_mean_squared_error: 2398.8740
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 48.8983 - mean_squared_error: 48.8983 - val_loss: 2343.7195 - val_mean_squared_error: 2343.7195
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 41.7625 - mean_squared_error: 41.7625 - val_loss: 2240.4321 - val_mean_squared_error: 2240.4321
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 45.8272 - mean_squared_error: 45.8272 - val_loss: 2273.9285 - val_mean_squared_error: 2273.9285
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 40.1388 - mean_squared_error: 40.1388 - val_loss: 2046.7581 - val_mean_squared_error: 2046.7581
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 43.3750 - mean_squared_error: 43.3750 - val_loss: 2168.9231 - val_mean_squared_error: 2168.9231
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 38.6543 - mean_squared_error: 38.6543 - val_loss: 2123.5549 - val_mean_squared_error: 2123.5549
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 39.8944 - mean_squared_error: 39.8944 - val_loss: 2159.1426 - val_mean_squared_error: 2159.1426
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 46.2387 - mean_squared_error: 46.2387 - val_loss: 2007.4602 - val_mean_squared_error: 2007.4600
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 45.0390 - mean_squared_error: 45.0390 - val_loss: 2076.6853 - val_mean_squared_error: 2076.6853
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 44.4174 - mean_squared_error: 44.4174 - val_loss: 2001.9475 - val_mean_squared_error: 2001.9475
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 36.6414 - mean_squared_error: 36.6414 - val_loss: 1960.5385 - val_mean_squared_error: 1960.5385
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 46.8084 - mean_squared_error: 46.8084 - val_loss: 1999.5603 - val_mean_squared_error: 1999.5603
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 37.3875 - mean_squared_error: 37.3875 - val_loss: 1954.6814 - val_mean_squared_error: 1954.6814
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 39.9647 - mean_squared_error: 39.9647 - val_loss: 1909.0918 - val_mean_squared_error: 1909.0918
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 42.7177 - mean_squared_error: 42.7177 - val_loss: 1801.4863 - val_mean_squared_error: 1801.4863
Epoch 25/25
81/81 [==============================] - 1s 10ms/step - loss: 46.3654 - mean_squared_error: 46.3654 - val_loss: 1534.9304 - val_mean_squared_error: 1534.9304
2022-12-09 11:45:38.945386: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 11:45:39.552529: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2439.5251 - mean_squared_error: 2439.5251
2022-12-09 11:45:44.985476: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 61ms/step - loss: 2439.5251 - mean_squared_error: 2439.5251 - val_loss: 1021.2103 - val_mean_squared_error: 1021.2103
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 131.5174 - mean_squared_error: 131.5174 - val_loss: 1107.1804 - val_mean_squared_error: 1107.1804
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 60.0236 - mean_squared_error: 60.0236 - val_loss: 1508.6399 - val_mean_squared_error: 1508.6399
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 55.0061 - mean_squared_error: 55.0061 - val_loss: 2353.6982 - val_mean_squared_error: 2353.6982
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 57.6114 - mean_squared_error: 57.6114 - val_loss: 2490.1802 - val_mean_squared_error: 2490.1802
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 48.6642 - mean_squared_error: 48.6642 - val_loss: 2640.9634 - val_mean_squared_error: 2640.9634
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 44.6324 - mean_squared_error: 44.6324 - val_loss: 2632.9949 - val_mean_squared_error: 2632.9949
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 46.6694 - mean_squared_error: 46.6694 - val_loss: 2647.6868 - val_mean_squared_error: 2647.6868
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 47.7810 - mean_squared_error: 47.7810 - val_loss: 2640.3794 - val_mean_squared_error: 2640.3794
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 45.2814 - mean_squared_error: 45.2814 - val_loss: 2555.1946 - val_mean_squared_error: 2555.1946
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0762 - mean_squared_error: 38.0762 - val_loss: 2509.2402 - val_mean_squared_error: 2509.2402
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 35.2313 - mean_squared_error: 35.2313 - val_loss: 2540.2727 - val_mean_squared_error: 2540.2725
Epoch 13/25
81/81 [==============================] - 1s 11ms/step - loss: 40.4062 - mean_squared_error: 40.4062 - val_loss: 2591.0879 - val_mean_squared_error: 2591.0879
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 42.4614 - mean_squared_error: 42.4614 - val_loss: 2411.3901 - val_mean_squared_error: 2411.3901
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 39.9999 - mean_squared_error: 39.9999 - val_loss: 2436.5779 - val_mean_squared_error: 2436.5779
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 38.3002 - mean_squared_error: 38.3002 - val_loss: 2631.3987 - val_mean_squared_error: 2631.3987
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 37.9878 - mean_squared_error: 37.9878 - val_loss: 2512.0229 - val_mean_squared_error: 2512.0229
Epoch 18/25
81/81 [==============================] - 1s 10ms/step - loss: 36.3445 - mean_squared_error: 36.3445 - val_loss: 2466.7874 - val_mean_squared_error: 2466.7874
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 43.6731 - mean_squared_error: 43.6731 - val_loss: 2265.4570 - val_mean_squared_error: 2265.4570
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 40.4373 - mean_squared_error: 40.4373 - val_loss: 2474.7612 - val_mean_squared_error: 2474.7612
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 44.2266 - mean_squared_error: 44.2266 - val_loss: 2366.1392 - val_mean_squared_error: 2366.1392
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 39.0548 - mean_squared_error: 39.0548 - val_loss: 2345.5359 - val_mean_squared_error: 2345.5359
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 44.5910 - mean_squared_error: 44.5910 - val_loss: 2460.7246 - val_mean_squared_error: 2460.7246
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 37.6653 - mean_squared_error: 37.6653 - val_loss: 2303.8706 - val_mean_squared_error: 2303.8706
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 39.2516 - mean_squared_error: 39.2516 - val_loss: 2221.4556 - val_mean_squared_error: 2221.4556
2022-12-09 11:46:03.553233: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
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(2577, 48)
(286, 48)
Epoch 1/25
2022-12-09 11:46:04.125141: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2373.3625 - mean_squared_error: 2373.3625
2022-12-09 11:46:09.619215: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2373.3625 - mean_squared_error: 2373.3625 - val_loss: 674.7832 - val_mean_squared_error: 674.7832
Epoch 2/25
81/81 [==============================] - 1s 10ms/step - loss: 103.0354 - mean_squared_error: 103.0354 - val_loss: 1002.9388 - val_mean_squared_error: 1002.9388
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 68.8648 - mean_squared_error: 68.8648 - val_loss: 1944.8706 - val_mean_squared_error: 1944.8706
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 66.1002 - mean_squared_error: 66.1002 - val_loss: 2471.9307 - val_mean_squared_error: 2471.9307
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 47.6689 - mean_squared_error: 47.6689 - val_loss: 2557.6018 - val_mean_squared_error: 2557.6018
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 44.2251 - mean_squared_error: 44.2251 - val_loss: 2596.0530 - val_mean_squared_error: 2596.0530
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 39.3726 - mean_squared_error: 39.3726 - val_loss: 2465.9619 - val_mean_squared_error: 2465.9619
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 37.3181 - mean_squared_error: 37.3181 - val_loss: 2535.3020 - val_mean_squared_error: 2535.3020
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 42.6503 - mean_squared_error: 42.6503 - val_loss: 2464.6689 - val_mean_squared_error: 2464.6689
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 44.6640 - mean_squared_error: 44.6640 - val_loss: 2434.5251 - val_mean_squared_error: 2434.5251
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 37.1891 - mean_squared_error: 37.1891 - val_loss: 2366.7761 - val_mean_squared_error: 2366.7761
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 36.9041 - mean_squared_error: 36.9041 - val_loss: 2341.8130 - val_mean_squared_error: 2341.8130
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 34.5803 - mean_squared_error: 34.5803 - val_loss: 2342.9055 - val_mean_squared_error: 2342.9055
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 33.7154 - mean_squared_error: 33.7154 - val_loss: 2278.8040 - val_mean_squared_error: 2278.8040
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 39.4427 - mean_squared_error: 39.4427 - val_loss: 2260.1406 - val_mean_squared_error: 2260.1406
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 35.9206 - mean_squared_error: 35.9206 - val_loss: 2278.2153 - val_mean_squared_error: 2278.2153
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 42.0577 - mean_squared_error: 42.0577 - val_loss: 2231.4153 - val_mean_squared_error: 2231.4153
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 36.4379 - mean_squared_error: 36.4379 - val_loss: 2223.2207 - val_mean_squared_error: 2223.2207
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 34.8322 - mean_squared_error: 34.8322 - val_loss: 2219.9099 - val_mean_squared_error: 2219.9099
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 38.9454 - mean_squared_error: 38.9454 - val_loss: 2173.8110 - val_mean_squared_error: 2173.8110
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 38.5564 - mean_squared_error: 38.5564 - val_loss: 2088.5193 - val_mean_squared_error: 2088.5193
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 33.3639 - mean_squared_error: 33.3639 - val_loss: 2146.5171 - val_mean_squared_error: 2146.5171
Epoch 23/25
81/81 [==============================] - 1s 10ms/step - loss: 42.7536 - mean_squared_error: 42.7536 - val_loss: 2151.4167 - val_mean_squared_error: 2151.4165
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 37.2277 - mean_squared_error: 37.2277 - val_loss: 2081.4517 - val_mean_squared_error: 2081.4517
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 36.0644 - mean_squared_error: 36.0644 - val_loss: 2120.3921 - val_mean_squared_error: 2120.3921
2022-12-09 11:46:28.265115: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:46:28.906082: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2407.1917 - mean_squared_error: 2407.1917
2022-12-09 11:46:34.404778: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 61ms/step - loss: 2407.1917 - mean_squared_error: 2407.1917 - val_loss: 1013.3718 - val_mean_squared_error: 1013.3718
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 188.5223 - mean_squared_error: 188.5223 - val_loss: 1484.4098 - val_mean_squared_error: 1484.4098
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 93.3929 - mean_squared_error: 93.3929 - val_loss: 1707.6029 - val_mean_squared_error: 1707.6028
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 66.1419 - mean_squared_error: 66.1419 - val_loss: 1965.7356 - val_mean_squared_error: 1965.7356
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 60.0292 - mean_squared_error: 60.0292 - val_loss: 2134.6155 - val_mean_squared_error: 2134.6155
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 53.4847 - mean_squared_error: 53.4847 - val_loss: 2429.3313 - val_mean_squared_error: 2429.3313
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 50.6276 - mean_squared_error: 50.6276 - val_loss: 2492.2690 - val_mean_squared_error: 2492.2690
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 48.1933 - mean_squared_error: 48.1933 - val_loss: 2527.8564 - val_mean_squared_error: 2527.8564
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 38.3546 - mean_squared_error: 38.3546 - val_loss: 2369.0334 - val_mean_squared_error: 2369.0334
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 45.0854 - mean_squared_error: 45.0854 - val_loss: 2498.0645 - val_mean_squared_error: 2498.0642
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 46.7907 - mean_squared_error: 46.7907 - val_loss: 2497.9092 - val_mean_squared_error: 2497.9092
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 40.0392 - mean_squared_error: 40.0392 - val_loss: 2483.9614 - val_mean_squared_error: 2483.9614
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 41.7886 - mean_squared_error: 41.7886 - val_loss: 2385.0161 - val_mean_squared_error: 2385.0161
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 48.3826 - mean_squared_error: 48.3826 - val_loss: 2440.1282 - val_mean_squared_error: 2440.1282
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 35.6878 - mean_squared_error: 35.6878 - val_loss: 2372.9856 - val_mean_squared_error: 2372.9856
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 36.8037 - mean_squared_error: 36.8037 - val_loss: 2279.6189 - val_mean_squared_error: 2279.6189
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 36.0476 - mean_squared_error: 36.0476 - val_loss: 2447.0125 - val_mean_squared_error: 2447.0125
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 52.4710 - mean_squared_error: 52.4710 - val_loss: 2419.3818 - val_mean_squared_error: 2419.3818
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 46.0633 - mean_squared_error: 46.0633 - val_loss: 2089.4973 - val_mean_squared_error: 2089.4973
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 41.8974 - mean_squared_error: 41.8974 - val_loss: 2352.5657 - val_mean_squared_error: 2352.5657
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 35.7789 - mean_squared_error: 35.7789 - val_loss: 2307.7007 - val_mean_squared_error: 2307.7007
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 41.3609 - mean_squared_error: 41.3609 - val_loss: 2297.5632 - val_mean_squared_error: 2297.5632
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 34.2869 - mean_squared_error: 34.2869 - val_loss: 2223.8105 - val_mean_squared_error: 2223.8105
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 35.1751 - mean_squared_error: 35.1751 - val_loss: 2204.1057 - val_mean_squared_error: 2204.1057
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 43.2351 - mean_squared_error: 43.2351 - val_loss: 2146.8660 - val_mean_squared_error: 2146.8660
2022-12-09 11:46:52.907437: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.000643712102531513
Generation:  19
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(2577, 47)
(286, 47)
Epoch 1/25
2022-12-09 11:46:53.611851: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2398.0310 - mean_squared_error: 2398.0310
2022-12-09 11:46:59.113123: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 61ms/step - loss: 2398.0310 - mean_squared_error: 2398.0310 - val_loss: 943.6326 - val_mean_squared_error: 943.6326
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 104.6281 - mean_squared_error: 104.6281 - val_loss: 1097.4720 - val_mean_squared_error: 1097.4720
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 59.6296 - mean_squared_error: 59.6296 - val_loss: 1754.8969 - val_mean_squared_error: 1754.8969
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 47.1686 - mean_squared_error: 47.1686 - val_loss: 2077.8384 - val_mean_squared_error: 2077.8384
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 49.3775 - mean_squared_error: 49.3775 - val_loss: 2273.7705 - val_mean_squared_error: 2273.7705
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 43.3258 - mean_squared_error: 43.3258 - val_loss: 2081.7112 - val_mean_squared_error: 2081.7112
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 49.1536 - mean_squared_error: 49.1536 - val_loss: 1812.1140 - val_mean_squared_error: 1812.1140
Epoch 8/25
81/81 [==============================] - 1s 11ms/step - loss: 41.8891 - mean_squared_error: 41.8891 - val_loss: 1908.5518 - val_mean_squared_error: 1908.5515
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 39.7900 - mean_squared_error: 39.7900 - val_loss: 1849.9762 - val_mean_squared_error: 1849.9762
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 38.1848 - mean_squared_error: 38.1848 - val_loss: 1840.0756 - val_mean_squared_error: 1840.0753
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 42.7243 - mean_squared_error: 42.7243 - val_loss: 1681.0948 - val_mean_squared_error: 1681.0948
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 39.2762 - mean_squared_error: 39.2762 - val_loss: 1690.1621 - val_mean_squared_error: 1690.1621
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0106 - mean_squared_error: 37.0106 - val_loss: 1426.1466 - val_mean_squared_error: 1426.1466
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 37.7131 - mean_squared_error: 37.7131 - val_loss: 1534.0045 - val_mean_squared_error: 1534.0045
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 42.8623 - mean_squared_error: 42.8623 - val_loss: 1660.9928 - val_mean_squared_error: 1660.9928
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 42.0529 - mean_squared_error: 42.0529 - val_loss: 1616.7477 - val_mean_squared_error: 1616.7477
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 44.4642 - mean_squared_error: 44.4642 - val_loss: 1460.2555 - val_mean_squared_error: 1460.2555
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 46.9918 - mean_squared_error: 46.9918 - val_loss: 1392.9796 - val_mean_squared_error: 1392.9796
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 36.2367 - mean_squared_error: 36.2367 - val_loss: 1306.5358 - val_mean_squared_error: 1306.5358
Epoch 20/25
81/81 [==============================] - 1s 10ms/step - loss: 41.5278 - mean_squared_error: 41.5278 - val_loss: 1523.4557 - val_mean_squared_error: 1523.4556
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 43.6660 - mean_squared_error: 43.6660 - val_loss: 1380.7324 - val_mean_squared_error: 1380.7324
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 39.2234 - mean_squared_error: 39.2234 - val_loss: 1376.4586 - val_mean_squared_error: 1376.4586
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 48.7320 - mean_squared_error: 48.7320 - val_loss: 1316.4978 - val_mean_squared_error: 1316.4978
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 44.5607 - mean_squared_error: 44.5607 - val_loss: 1281.2067 - val_mean_squared_error: 1281.2067
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 42.1868 - mean_squared_error: 42.1868 - val_loss: 1427.2009 - val_mean_squared_error: 1427.2009
2022-12-09 11:47:17.825940: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 48)
(286, 48)
Epoch 1/25
2022-12-09 11:47:18.506485: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2345.4160 - mean_squared_error: 2345.4160
2022-12-09 11:47:24.024589: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2345.4160 - mean_squared_error: 2345.4160 - val_loss: 624.8228 - val_mean_squared_error: 624.8228
Epoch 2/25
81/81 [==============================] - 1s 17ms/step - loss: 98.2945 - mean_squared_error: 98.2945 - val_loss: 868.0287 - val_mean_squared_error: 868.0287
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 67.5899 - mean_squared_error: 67.5899 - val_loss: 2139.0508 - val_mean_squared_error: 2139.0508
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 53.3120 - mean_squared_error: 53.3120 - val_loss: 2418.6433 - val_mean_squared_error: 2418.6433
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 51.6148 - mean_squared_error: 51.6148 - val_loss: 2547.6157 - val_mean_squared_error: 2547.6157
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 49.2422 - mean_squared_error: 49.2422 - val_loss: 2573.7800 - val_mean_squared_error: 2573.7800
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 41.3628 - mean_squared_error: 41.3628 - val_loss: 2484.8833 - val_mean_squared_error: 2484.8833
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 40.0429 - mean_squared_error: 40.0429 - val_loss: 2525.1831 - val_mean_squared_error: 2525.1831
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 35.4270 - mean_squared_error: 35.4270 - val_loss: 2457.6082 - val_mean_squared_error: 2457.6082
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 34.2960 - mean_squared_error: 34.2960 - val_loss: 2547.4863 - val_mean_squared_error: 2547.4863
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 36.8554 - mean_squared_error: 36.8554 - val_loss: 2496.6223 - val_mean_squared_error: 2496.6223
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 43.5928 - mean_squared_error: 43.5928 - val_loss: 2270.1323 - val_mean_squared_error: 2270.1323
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 31.7790 - mean_squared_error: 31.7790 - val_loss: 2264.3528 - val_mean_squared_error: 2264.3528
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 34.5436 - mean_squared_error: 34.5436 - val_loss: 2383.5996 - val_mean_squared_error: 2383.5996
Epoch 15/25
81/81 [==============================] - 1s 10ms/step - loss: 34.1682 - mean_squared_error: 34.1682 - val_loss: 2362.9578 - val_mean_squared_error: 2362.9578
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 40.5694 - mean_squared_error: 40.5694 - val_loss: 2347.1194 - val_mean_squared_error: 2347.1194
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 34.6973 - mean_squared_error: 34.6973 - val_loss: 2320.2573 - val_mean_squared_error: 2320.2573
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 33.2088 - mean_squared_error: 33.2088 - val_loss: 2287.8904 - val_mean_squared_error: 2287.8904
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 41.7744 - mean_squared_error: 41.7744 - val_loss: 2221.9353 - val_mean_squared_error: 2221.9353
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 41.6095 - mean_squared_error: 41.6095 - val_loss: 2316.7871 - val_mean_squared_error: 2316.7871
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 46.2726 - mean_squared_error: 46.2726 - val_loss: 2276.1404 - val_mean_squared_error: 2276.1404
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 38.8069 - mean_squared_error: 38.8069 - val_loss: 2237.1155 - val_mean_squared_error: 2237.1155
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 39.0423 - mean_squared_error: 39.0423 - val_loss: 2136.2134 - val_mean_squared_error: 2136.2134
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 33.7056 - mean_squared_error: 33.7056 - val_loss: 2123.7205 - val_mean_squared_error: 2123.7205
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 34.7159 - mean_squared_error: 34.7159 - val_loss: 2230.8323 - val_mean_squared_error: 2230.8323
2022-12-09 11:47:42.997966: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:47:43.675491: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2469.4954 - mean_squared_error: 2469.4954
2022-12-09 11:47:49.334129: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2469.4954 - mean_squared_error: 2469.4954 - val_loss: 941.2520 - val_mean_squared_error: 941.2520
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 191.0365 - mean_squared_error: 191.0365 - val_loss: 1432.5969 - val_mean_squared_error: 1432.5969
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 88.4809 - mean_squared_error: 88.4809 - val_loss: 1607.4407 - val_mean_squared_error: 1607.4407
Epoch 4/25
81/81 [==============================] - 1s 8ms/step - loss: 66.8135 - mean_squared_error: 66.8135 - val_loss: 1742.8289 - val_mean_squared_error: 1742.8289
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 57.7974 - mean_squared_error: 57.7974 - val_loss: 1845.7119 - val_mean_squared_error: 1845.7119
Epoch 6/25
81/81 [==============================] - 1s 12ms/step - loss: 48.2480 - mean_squared_error: 48.2480 - val_loss: 2266.0149 - val_mean_squared_error: 2266.0149
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 47.5691 - mean_squared_error: 47.5691 - val_loss: 2080.3005 - val_mean_squared_error: 2080.3005
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 46.0132 - mean_squared_error: 46.0132 - val_loss: 2266.3486 - val_mean_squared_error: 2266.3486
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 40.5670 - mean_squared_error: 40.5670 - val_loss: 2306.2915 - val_mean_squared_error: 2306.2915
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 44.5118 - mean_squared_error: 44.5118 - val_loss: 2258.0769 - val_mean_squared_error: 2258.0769
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 40.9416 - mean_squared_error: 40.9416 - val_loss: 1976.0493 - val_mean_squared_error: 1976.0493
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 40.3908 - mean_squared_error: 40.3908 - val_loss: 2228.4482 - val_mean_squared_error: 2228.4482
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 41.1262 - mean_squared_error: 41.1262 - val_loss: 2153.4070 - val_mean_squared_error: 2153.4070
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 35.0980 - mean_squared_error: 35.0980 - val_loss: 2074.2139 - val_mean_squared_error: 2074.2139
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 37.9519 - mean_squared_error: 37.9519 - val_loss: 2158.0056 - val_mean_squared_error: 2158.0056
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 42.5185 - mean_squared_error: 42.5185 - val_loss: 2092.5049 - val_mean_squared_error: 2092.5049
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 42.2297 - mean_squared_error: 42.2297 - val_loss: 2017.8326 - val_mean_squared_error: 2017.8326
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 36.8958 - mean_squared_error: 36.8958 - val_loss: 1949.7393 - val_mean_squared_error: 1949.7390
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 37.4200 - mean_squared_error: 37.4200 - val_loss: 1919.9353 - val_mean_squared_error: 1919.9353
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 39.8232 - mean_squared_error: 39.8232 - val_loss: 2150.4236 - val_mean_squared_error: 2150.4236
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 40.6335 - mean_squared_error: 40.6335 - val_loss: 2017.6259 - val_mean_squared_error: 2017.6259
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 48.7481 - mean_squared_error: 48.7481 - val_loss: 1915.6729 - val_mean_squared_error: 1915.6729
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 42.2910 - mean_squared_error: 42.2910 - val_loss: 1987.4211 - val_mean_squared_error: 1987.4211
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 49.2939 - mean_squared_error: 49.2939 - val_loss: 1703.1497 - val_mean_squared_error: 1703.1497
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 43.2072 - mean_squared_error: 43.2072 - val_loss: 1942.2928 - val_mean_squared_error: 1942.2928
2022-12-09 11:48:07.880985: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 11:48:08.450187: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2464.4314 - mean_squared_error: 2464.4314
2022-12-09 11:48:13.920902: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 61ms/step - loss: 2464.4314 - mean_squared_error: 2464.4314 - val_loss: 1009.6376 - val_mean_squared_error: 1009.6376
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 133.5812 - mean_squared_error: 133.5812 - val_loss: 1265.3229 - val_mean_squared_error: 1265.3229
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 65.0907 - mean_squared_error: 65.0907 - val_loss: 1819.7081 - val_mean_squared_error: 1819.7081
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 52.1047 - mean_squared_error: 52.1047 - val_loss: 2387.6274 - val_mean_squared_error: 2387.6274
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 48.8675 - mean_squared_error: 48.8675 - val_loss: 2594.4053 - val_mean_squared_error: 2594.4053
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 59.2664 - mean_squared_error: 59.2664 - val_loss: 2573.8848 - val_mean_squared_error: 2573.8848
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 49.0685 - mean_squared_error: 49.0685 - val_loss: 2631.9580 - val_mean_squared_error: 2631.9580
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 48.6618 - mean_squared_error: 48.6618 - val_loss: 2736.4407 - val_mean_squared_error: 2736.4404
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 41.0956 - mean_squared_error: 41.0956 - val_loss: 2637.6868 - val_mean_squared_error: 2637.6868
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 44.0007 - mean_squared_error: 44.0007 - val_loss: 2665.7161 - val_mean_squared_error: 2665.7161
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 45.6007 - mean_squared_error: 45.6007 - val_loss: 2594.8774 - val_mean_squared_error: 2594.8774
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 46.7878 - mean_squared_error: 46.7878 - val_loss: 2664.9189 - val_mean_squared_error: 2664.9189
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 37.1722 - mean_squared_error: 37.1722 - val_loss: 2626.9043 - val_mean_squared_error: 2626.9043
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 40.6722 - mean_squared_error: 40.6722 - val_loss: 2569.8889 - val_mean_squared_error: 2569.8889
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 43.0780 - mean_squared_error: 43.0780 - val_loss: 2610.4509 - val_mean_squared_error: 2610.4509
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 44.4070 - mean_squared_error: 44.4070 - val_loss: 2595.8904 - val_mean_squared_error: 2595.8904
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 38.9786 - mean_squared_error: 38.9786 - val_loss: 2548.3330 - val_mean_squared_error: 2548.3330
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 42.1254 - mean_squared_error: 42.1254 - val_loss: 2487.4634 - val_mean_squared_error: 2487.4634
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 38.1341 - mean_squared_error: 38.1341 - val_loss: 2418.7854 - val_mean_squared_error: 2418.7854
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 39.6929 - mean_squared_error: 39.6929 - val_loss: 2431.1675 - val_mean_squared_error: 2431.1675
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 42.3779 - mean_squared_error: 42.3779 - val_loss: 2355.4397 - val_mean_squared_error: 2355.4397
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 37.4849 - mean_squared_error: 37.4849 - val_loss: 2414.6604 - val_mean_squared_error: 2414.6604
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 38.3621 - mean_squared_error: 38.3621 - val_loss: 2360.7319 - val_mean_squared_error: 2360.7319
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 48.7225 - mean_squared_error: 48.7225 - val_loss: 2302.8062 - val_mean_squared_error: 2302.8062
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 40.9345 - mean_squared_error: 40.9345 - val_loss: 2445.7234 - val_mean_squared_error: 2445.7234
2022-12-09 11:48:32.605599: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 11:48:33.272078: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2370.8894 - mean_squared_error: 2370.8894
2022-12-09 11:48:38.865990: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 61ms/step - loss: 2370.8894 - mean_squared_error: 2370.8894 - val_loss: 684.0031 - val_mean_squared_error: 684.0031
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 119.8692 - mean_squared_error: 119.8692 - val_loss: 1057.4727 - val_mean_squared_error: 1057.4727
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 65.7565 - mean_squared_error: 65.7565 - val_loss: 1949.7876 - val_mean_squared_error: 1949.7876
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 45.1027 - mean_squared_error: 45.1027 - val_loss: 2458.1653 - val_mean_squared_error: 2458.1653
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 45.1996 - mean_squared_error: 45.1996 - val_loss: 2738.0811 - val_mean_squared_error: 2738.0811
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 42.5865 - mean_squared_error: 42.5865 - val_loss: 2835.3977 - val_mean_squared_error: 2835.3975
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 42.9294 - mean_squared_error: 42.9294 - val_loss: 2817.0581 - val_mean_squared_error: 2817.0581
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 44.0815 - mean_squared_error: 44.0815 - val_loss: 2826.4482 - val_mean_squared_error: 2826.4482
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 41.4495 - mean_squared_error: 41.4495 - val_loss: 2790.1091 - val_mean_squared_error: 2790.1091
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 41.2753 - mean_squared_error: 41.2753 - val_loss: 2802.4944 - val_mean_squared_error: 2802.4944
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 45.7158 - mean_squared_error: 45.7158 - val_loss: 2771.0681 - val_mean_squared_error: 2771.0681
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 47.4803 - mean_squared_error: 47.4803 - val_loss: 2703.2437 - val_mean_squared_error: 2703.2437
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 36.0576 - mean_squared_error: 36.0576 - val_loss: 2744.8093 - val_mean_squared_error: 2744.8093
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 42.7913 - mean_squared_error: 42.7913 - val_loss: 2799.2793 - val_mean_squared_error: 2799.2793
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 44.6109 - mean_squared_error: 44.6109 - val_loss: 2761.8162 - val_mean_squared_error: 2761.8162
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 35.3411 - mean_squared_error: 35.3411 - val_loss: 2698.6404 - val_mean_squared_error: 2698.6404
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 34.4709 - mean_squared_error: 34.4709 - val_loss: 2703.9424 - val_mean_squared_error: 2703.9424
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 40.2335 - mean_squared_error: 40.2335 - val_loss: 2762.6348 - val_mean_squared_error: 2762.6348
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 42.3116 - mean_squared_error: 42.3116 - val_loss: 2720.8989 - val_mean_squared_error: 2720.8989
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 40.4221 - mean_squared_error: 40.4221 - val_loss: 2673.1748 - val_mean_squared_error: 2673.1748
Epoch 21/25
81/81 [==============================] - 1s 10ms/step - loss: 39.5761 - mean_squared_error: 39.5761 - val_loss: 2626.5237 - val_mean_squared_error: 2626.5237
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 40.9001 - mean_squared_error: 40.9001 - val_loss: 2681.3130 - val_mean_squared_error: 2681.3130
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 43.6765 - mean_squared_error: 43.6765 - val_loss: 2575.3501 - val_mean_squared_error: 2575.3501
Epoch 24/25
81/81 [==============================] - 1s 10ms/step - loss: 41.6655 - mean_squared_error: 41.6655 - val_loss: 2526.7090 - val_mean_squared_error: 2526.7090
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 38.6091 - mean_squared_error: 38.6091 - val_loss: 2582.0002 - val_mean_squared_error: 2582.0002
2022-12-09 11:48:57.499884: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0006907354885608695
Generation:  20
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(2577, 47)
(286, 47)
Epoch 1/25
2022-12-09 11:48:58.089610: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2418.5417 - mean_squared_error: 2418.5417
2022-12-09 11:49:03.675702: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2418.5417 - mean_squared_error: 2418.5417 - val_loss: 908.4581 - val_mean_squared_error: 908.4581
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 120.4507 - mean_squared_error: 120.4507 - val_loss: 1221.4526 - val_mean_squared_error: 1221.4526
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 62.7490 - mean_squared_error: 62.7490 - val_loss: 2087.9280 - val_mean_squared_error: 2087.9280
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 56.6693 - mean_squared_error: 56.6693 - val_loss: 2517.3579 - val_mean_squared_error: 2517.3579
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 48.3755 - mean_squared_error: 48.3755 - val_loss: 2663.4773 - val_mean_squared_error: 2663.4773
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 48.2091 - mean_squared_error: 48.2091 - val_loss: 2622.2258 - val_mean_squared_error: 2622.2258
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 43.3454 - mean_squared_error: 43.3454 - val_loss: 2773.5444 - val_mean_squared_error: 2773.5444
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 47.0439 - mean_squared_error: 47.0439 - val_loss: 2730.8120 - val_mean_squared_error: 2730.8120
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 46.6474 - mean_squared_error: 46.6474 - val_loss: 2632.6882 - val_mean_squared_error: 2632.6882
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 40.0168 - mean_squared_error: 40.0168 - val_loss: 2694.4109 - val_mean_squared_error: 2694.4109
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 38.8653 - mean_squared_error: 38.8653 - val_loss: 2637.6758 - val_mean_squared_error: 2637.6758
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 40.0896 - mean_squared_error: 40.0896 - val_loss: 2594.4148 - val_mean_squared_error: 2594.4148
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 36.4904 - mean_squared_error: 36.4904 - val_loss: 2520.7781 - val_mean_squared_error: 2520.7781
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 39.3179 - mean_squared_error: 39.3179 - val_loss: 2569.6858 - val_mean_squared_error: 2569.6858
Epoch 15/25
81/81 [==============================] - 1s 10ms/step - loss: 45.3128 - mean_squared_error: 45.3128 - val_loss: 2479.3093 - val_mean_squared_error: 2479.3093
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 42.0167 - mean_squared_error: 42.0167 - val_loss: 2545.6594 - val_mean_squared_error: 2545.6594
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 39.0108 - mean_squared_error: 39.0108 - val_loss: 2554.4800 - val_mean_squared_error: 2554.4800
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 38.8927 - mean_squared_error: 38.8927 - val_loss: 2386.8005 - val_mean_squared_error: 2386.8005
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 43.9712 - mean_squared_error: 43.9712 - val_loss: 2380.1733 - val_mean_squared_error: 2380.1733
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 39.9083 - mean_squared_error: 39.9083 - val_loss: 2314.1367 - val_mean_squared_error: 2314.1367
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 37.7081 - mean_squared_error: 37.7081 - val_loss: 2410.4785 - val_mean_squared_error: 2410.4785
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 40.7495 - mean_squared_error: 40.7495 - val_loss: 2187.0210 - val_mean_squared_error: 2187.0210
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 37.9837 - mean_squared_error: 37.9837 - val_loss: 2283.5728 - val_mean_squared_error: 2283.5728
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 49.5053 - mean_squared_error: 49.5053 - val_loss: 2276.4070 - val_mean_squared_error: 2276.4070
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 40.7979 - mean_squared_error: 40.7979 - val_loss: 2279.1174 - val_mean_squared_error: 2279.1174
2022-12-09 11:49:22.374668: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:49:22.988800: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2438.9355 - mean_squared_error: 2438.9355
2022-12-09 11:49:28.596640: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2438.9355 - mean_squared_error: 2438.9355 - val_loss: 908.0080 - val_mean_squared_error: 908.0080
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 202.5520 - mean_squared_error: 202.5520 - val_loss: 1448.2904 - val_mean_squared_error: 1448.2904
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 102.8015 - mean_squared_error: 102.8015 - val_loss: 1583.8776 - val_mean_squared_error: 1583.8776
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 64.7186 - mean_squared_error: 64.7186 - val_loss: 2103.2363 - val_mean_squared_error: 2103.2363
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 62.0197 - mean_squared_error: 62.0197 - val_loss: 2047.3042 - val_mean_squared_error: 2047.3042
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 62.2339 - mean_squared_error: 62.2339 - val_loss: 2089.4768 - val_mean_squared_error: 2089.4768
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 53.4284 - mean_squared_error: 53.4284 - val_loss: 2161.7241 - val_mean_squared_error: 2161.7241
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 49.4335 - mean_squared_error: 49.4335 - val_loss: 2239.7356 - val_mean_squared_error: 2239.7356
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 45.3384 - mean_squared_error: 45.3384 - val_loss: 2136.1042 - val_mean_squared_error: 2136.1042
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 47.5670 - mean_squared_error: 47.5670 - val_loss: 2253.0725 - val_mean_squared_error: 2253.0725
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 45.4764 - mean_squared_error: 45.4764 - val_loss: 2134.9995 - val_mean_squared_error: 2134.9995
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 44.9932 - mean_squared_error: 44.9932 - val_loss: 2089.0061 - val_mean_squared_error: 2089.0061
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 39.6589 - mean_squared_error: 39.6589 - val_loss: 2000.6451 - val_mean_squared_error: 2000.6451
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 44.3510 - mean_squared_error: 44.3510 - val_loss: 2140.7004 - val_mean_squared_error: 2140.7004
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 41.1836 - mean_squared_error: 41.1836 - val_loss: 1999.5085 - val_mean_squared_error: 1999.5085
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 44.2179 - mean_squared_error: 44.2179 - val_loss: 1946.0526 - val_mean_squared_error: 1946.0526
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 42.3304 - mean_squared_error: 42.3304 - val_loss: 1939.0920 - val_mean_squared_error: 1939.0920
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 41.8857 - mean_squared_error: 41.8857 - val_loss: 1738.8422 - val_mean_squared_error: 1738.8422
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 36.2365 - mean_squared_error: 36.2365 - val_loss: 1840.2788 - val_mean_squared_error: 1840.2788
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 49.9557 - mean_squared_error: 49.9557 - val_loss: 1892.5817 - val_mean_squared_error: 1892.5817
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 50.1099 - mean_squared_error: 50.1099 - val_loss: 1658.9856 - val_mean_squared_error: 1658.9856
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 37.8430 - mean_squared_error: 37.8430 - val_loss: 1678.3900 - val_mean_squared_error: 1678.3900
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 38.2407 - mean_squared_error: 38.2407 - val_loss: 1808.3563 - val_mean_squared_error: 1808.3563
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 40.9394 - mean_squared_error: 40.9394 - val_loss: 1555.8832 - val_mean_squared_error: 1555.8832
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 37.1566 - mean_squared_error: 37.1566 - val_loss: 1651.9049 - val_mean_squared_error: 1651.9049
2022-12-09 11:49:47.026619: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 48)
(286, 48)
Epoch 1/25
2022-12-09 11:49:47.754277: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2395.7397 - mean_squared_error: 2395.7397
2022-12-09 11:49:53.366055: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2395.7397 - mean_squared_error: 2395.7397 - val_loss: 787.7606 - val_mean_squared_error: 787.7606
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 104.8361 - mean_squared_error: 104.8361 - val_loss: 1022.0611 - val_mean_squared_error: 1022.0611
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 65.4039 - mean_squared_error: 65.4039 - val_loss: 2184.4622 - val_mean_squared_error: 2184.4622
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 59.8977 - mean_squared_error: 59.8977 - val_loss: 2655.7781 - val_mean_squared_error: 2655.7781
Epoch 5/25
81/81 [==============================] - 1s 12ms/step - loss: 54.6289 - mean_squared_error: 54.6289 - val_loss: 2791.5334 - val_mean_squared_error: 2791.5334
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 40.2088 - mean_squared_error: 40.2088 - val_loss: 2796.6382 - val_mean_squared_error: 2796.6379
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 40.8445 - mean_squared_error: 40.8445 - val_loss: 2750.2368 - val_mean_squared_error: 2750.2368
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 38.0463 - mean_squared_error: 38.0463 - val_loss: 2618.1714 - val_mean_squared_error: 2618.1714
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 35.8536 - mean_squared_error: 35.8536 - val_loss: 2700.2776 - val_mean_squared_error: 2700.2776
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 45.4876 - mean_squared_error: 45.4876 - val_loss: 2725.2053 - val_mean_squared_error: 2725.2053
Epoch 11/25
81/81 [==============================] - 1s 11ms/step - loss: 40.4435 - mean_squared_error: 40.4435 - val_loss: 2565.4978 - val_mean_squared_error: 2565.4978
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 36.1613 - mean_squared_error: 36.1613 - val_loss: 2602.3674 - val_mean_squared_error: 2602.3674
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0827 - mean_squared_error: 38.0827 - val_loss: 2720.9282 - val_mean_squared_error: 2720.9282
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 30.3952 - mean_squared_error: 30.3952 - val_loss: 2574.6736 - val_mean_squared_error: 2574.6736
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 42.7303 - mean_squared_error: 42.7303 - val_loss: 2640.0586 - val_mean_squared_error: 2640.0586
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 36.9502 - mean_squared_error: 36.9502 - val_loss: 2564.6431 - val_mean_squared_error: 2564.6431
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 42.1363 - mean_squared_error: 42.1363 - val_loss: 2564.6763 - val_mean_squared_error: 2564.6760
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 39.7017 - mean_squared_error: 39.7017 - val_loss: 2577.9028 - val_mean_squared_error: 2577.9028
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 37.4561 - mean_squared_error: 37.4561 - val_loss: 2604.0012 - val_mean_squared_error: 2604.0012
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 38.2832 - mean_squared_error: 38.2832 - val_loss: 2563.5427 - val_mean_squared_error: 2563.5427
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 33.7794 - mean_squared_error: 33.7794 - val_loss: 2545.7842 - val_mean_squared_error: 2545.7842
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 33.0966 - mean_squared_error: 33.0966 - val_loss: 2499.9966 - val_mean_squared_error: 2499.9966
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 41.0065 - mean_squared_error: 41.0065 - val_loss: 2526.1914 - val_mean_squared_error: 2526.1914
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 39.8655 - mean_squared_error: 39.8655 - val_loss: 2500.9409 - val_mean_squared_error: 2500.9409
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 36.5610 - mean_squared_error: 36.5610 - val_loss: 2558.7161 - val_mean_squared_error: 2558.7161
2022-12-09 11:50:11.885508: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.82922519 ... 0.         0.         0.        ]
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 11:50:12.514209: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2371.6792 - mean_squared_error: 2371.6792
2022-12-09 11:50:18.149352: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2371.6792 - mean_squared_error: 2371.6792 - val_loss: 1061.5494 - val_mean_squared_error: 1061.5494
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 117.6517 - mean_squared_error: 117.6517 - val_loss: 1101.7515 - val_mean_squared_error: 1101.7515
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 56.8634 - mean_squared_error: 56.8634 - val_loss: 1797.8484 - val_mean_squared_error: 1797.8484
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 54.1255 - mean_squared_error: 54.1255 - val_loss: 2455.5530 - val_mean_squared_error: 2455.5530
Epoch 5/25
81/81 [==============================] - 1s 13ms/step - loss: 49.1875 - mean_squared_error: 49.1875 - val_loss: 2541.7612 - val_mean_squared_error: 2541.7612
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 44.2282 - mean_squared_error: 44.2282 - val_loss: 2609.2891 - val_mean_squared_error: 2609.2891
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 45.3516 - mean_squared_error: 45.3516 - val_loss: 2646.8213 - val_mean_squared_error: 2646.8213
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 45.4495 - mean_squared_error: 45.4495 - val_loss: 2603.9988 - val_mean_squared_error: 2603.9988
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 45.3055 - mean_squared_error: 45.3055 - val_loss: 2668.7595 - val_mean_squared_error: 2668.7595
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 48.2499 - mean_squared_error: 48.2499 - val_loss: 2538.5925 - val_mean_squared_error: 2538.5925
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 46.9707 - mean_squared_error: 46.9707 - val_loss: 2449.1426 - val_mean_squared_error: 2449.1426
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 42.2449 - mean_squared_error: 42.2449 - val_loss: 2419.6667 - val_mean_squared_error: 2419.6665
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 46.2601 - mean_squared_error: 46.2601 - val_loss: 2500.6045 - val_mean_squared_error: 2500.6045
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 40.2005 - mean_squared_error: 40.2005 - val_loss: 2470.6650 - val_mean_squared_error: 2470.6650
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 41.5680 - mean_squared_error: 41.5680 - val_loss: 2188.4880 - val_mean_squared_error: 2188.4880
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 41.4107 - mean_squared_error: 41.4107 - val_loss: 2405.7891 - val_mean_squared_error: 2405.7891
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 39.4463 - mean_squared_error: 39.4463 - val_loss: 2497.1257 - val_mean_squared_error: 2497.1257
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 40.2443 - mean_squared_error: 40.2443 - val_loss: 2456.1980 - val_mean_squared_error: 2456.1980
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 41.1977 - mean_squared_error: 41.1977 - val_loss: 2400.1414 - val_mean_squared_error: 2400.1414
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 38.1452 - mean_squared_error: 38.1452 - val_loss: 2386.7046 - val_mean_squared_error: 2386.7046
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 35.3263 - mean_squared_error: 35.3263 - val_loss: 2326.0825 - val_mean_squared_error: 2326.0825
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 38.9880 - mean_squared_error: 38.9880 - val_loss: 2233.5415 - val_mean_squared_error: 2233.5415
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 38.8469 - mean_squared_error: 38.8469 - val_loss: 2250.5806 - val_mean_squared_error: 2250.5803
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 40.5660 - mean_squared_error: 40.5660 - val_loss: 2181.9292 - val_mean_squared_error: 2181.9292
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 37.5129 - mean_squared_error: 37.5129 - val_loss: 2151.2490 - val_mean_squared_error: 2151.2490
2022-12-09 11:50:36.887094: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 11:50:37.488642: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2431.4082 - mean_squared_error: 2431.4082
2022-12-09 11:50:43.041174: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2431.4082 - mean_squared_error: 2431.4082 - val_loss: 763.1208 - val_mean_squared_error: 763.1208
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 122.8083 - mean_squared_error: 122.8083 - val_loss: 1007.9199 - val_mean_squared_error: 1007.9198
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 65.5946 - mean_squared_error: 65.5946 - val_loss: 1732.9545 - val_mean_squared_error: 1732.9545
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 59.4046 - mean_squared_error: 59.4046 - val_loss: 2269.0662 - val_mean_squared_error: 2269.0662
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 55.8739 - mean_squared_error: 55.8739 - val_loss: 2348.9563 - val_mean_squared_error: 2348.9563
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 39.5524 - mean_squared_error: 39.5524 - val_loss: 2580.4646 - val_mean_squared_error: 2580.4646
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 47.4079 - mean_squared_error: 47.4079 - val_loss: 2525.3442 - val_mean_squared_error: 2525.3442
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 38.6553 - mean_squared_error: 38.6553 - val_loss: 2631.2366 - val_mean_squared_error: 2631.2366
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 43.6227 - mean_squared_error: 43.6227 - val_loss: 2568.1230 - val_mean_squared_error: 2568.1230
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 48.5059 - mean_squared_error: 48.5059 - val_loss: 2490.0337 - val_mean_squared_error: 2490.0337
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 38.4705 - mean_squared_error: 38.4705 - val_loss: 2451.4626 - val_mean_squared_error: 2451.4626
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 42.0333 - mean_squared_error: 42.0333 - val_loss: 2327.1724 - val_mean_squared_error: 2327.1724
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 46.0373 - mean_squared_error: 46.0373 - val_loss: 2481.4155 - val_mean_squared_error: 2481.4155
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 42.2610 - mean_squared_error: 42.2610 - val_loss: 2452.5706 - val_mean_squared_error: 2452.5706
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 44.1624 - mean_squared_error: 44.1624 - val_loss: 2436.5002 - val_mean_squared_error: 2436.5002
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0980 - mean_squared_error: 38.0980 - val_loss: 2313.4824 - val_mean_squared_error: 2313.4824
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 36.1758 - mean_squared_error: 36.1758 - val_loss: 2245.7183 - val_mean_squared_error: 2245.7183
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 36.9987 - mean_squared_error: 36.9987 - val_loss: 2286.3613 - val_mean_squared_error: 2286.3611
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 37.6993 - mean_squared_error: 37.6993 - val_loss: 2201.3972 - val_mean_squared_error: 2201.3972
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 50.9302 - mean_squared_error: 50.9302 - val_loss: 2370.0303 - val_mean_squared_error: 2370.0303
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 40.1446 - mean_squared_error: 40.1446 - val_loss: 2400.8423 - val_mean_squared_error: 2400.8423
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 44.3212 - mean_squared_error: 44.3212 - val_loss: 2172.0591 - val_mean_squared_error: 2172.0591
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0191 - mean_squared_error: 37.0191 - val_loss: 2271.2842 - val_mean_squared_error: 2271.2842
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 36.3489 - mean_squared_error: 36.3489 - val_loss: 2308.8396 - val_mean_squared_error: 2308.8396
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 48.5367 - mean_squared_error: 48.5367 - val_loss: 2147.6067 - val_mean_squared_error: 2147.6067
2022-12-09 11:51:01.669201: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0005995284970991899
Generation:  21
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:51:02.295918: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2438.7896 - mean_squared_error: 2438.7896
2022-12-09 11:51:07.964443: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2438.7896 - mean_squared_error: 2438.7896 - val_loss: 903.7286 - val_mean_squared_error: 903.7286
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 189.5611 - mean_squared_error: 189.5611 - val_loss: 1423.9703 - val_mean_squared_error: 1423.9703
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 97.1539 - mean_squared_error: 97.1539 - val_loss: 1894.9160 - val_mean_squared_error: 1894.9160
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 68.9125 - mean_squared_error: 68.9125 - val_loss: 2105.5452 - val_mean_squared_error: 2105.5452
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 63.8328 - mean_squared_error: 63.8328 - val_loss: 2289.2405 - val_mean_squared_error: 2289.2405
Epoch 6/25
81/81 [==============================] - 1s 12ms/step - loss: 52.8792 - mean_squared_error: 52.8792 - val_loss: 2440.0017 - val_mean_squared_error: 2440.0017
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 48.6959 - mean_squared_error: 48.6959 - val_loss: 2518.3838 - val_mean_squared_error: 2518.3838
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 51.8089 - mean_squared_error: 51.8089 - val_loss: 2375.2820 - val_mean_squared_error: 2375.2820
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 43.5793 - mean_squared_error: 43.5793 - val_loss: 2441.7002 - val_mean_squared_error: 2441.7002
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 52.9270 - mean_squared_error: 52.9270 - val_loss: 2354.6536 - val_mean_squared_error: 2354.6536
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 40.3808 - mean_squared_error: 40.3808 - val_loss: 2414.3093 - val_mean_squared_error: 2414.3093
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 44.0307 - mean_squared_error: 44.0307 - val_loss: 2358.9202 - val_mean_squared_error: 2358.9202
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 37.7741 - mean_squared_error: 37.7741 - val_loss: 2201.8977 - val_mean_squared_error: 2201.8977
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 44.5289 - mean_squared_error: 44.5289 - val_loss: 2289.5901 - val_mean_squared_error: 2289.5901
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 42.2905 - mean_squared_error: 42.2905 - val_loss: 2323.6453 - val_mean_squared_error: 2323.6453
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 40.4518 - mean_squared_error: 40.4518 - val_loss: 2298.9988 - val_mean_squared_error: 2298.9988
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 41.4164 - mean_squared_error: 41.4164 - val_loss: 2244.8713 - val_mean_squared_error: 2244.8713
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 45.1634 - mean_squared_error: 45.1634 - val_loss: 1889.6740 - val_mean_squared_error: 1889.6740
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 43.3080 - mean_squared_error: 43.3080 - val_loss: 2146.1550 - val_mean_squared_error: 2146.1550
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 39.2059 - mean_squared_error: 39.2059 - val_loss: 1830.2855 - val_mean_squared_error: 1830.2855
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 37.7080 - mean_squared_error: 37.7080 - val_loss: 1992.4558 - val_mean_squared_error: 1992.4558
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 36.9854 - mean_squared_error: 36.9854 - val_loss: 2101.5586 - val_mean_squared_error: 2101.5586
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 43.3146 - mean_squared_error: 43.3146 - val_loss: 2025.5037 - val_mean_squared_error: 2025.5037
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 38.4813 - mean_squared_error: 38.4813 - val_loss: 1940.5045 - val_mean_squared_error: 1940.5045
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 35.8662 - mean_squared_error: 35.8662 - val_loss: 1971.1117 - val_mean_squared_error: 1971.1117
2022-12-09 11:51:26.646974: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 11:51:27.300754: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2375.4998 - mean_squared_error: 2375.4998
2022-12-09 11:51:32.979491: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2375.4998 - mean_squared_error: 2375.4998 - val_loss: 681.1367 - val_mean_squared_error: 681.1367
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 111.8453 - mean_squared_error: 111.8453 - val_loss: 847.1153 - val_mean_squared_error: 847.1152
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 59.5424 - mean_squared_error: 59.5424 - val_loss: 1805.3851 - val_mean_squared_error: 1805.3851
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 48.3978 - mean_squared_error: 48.3978 - val_loss: 2152.7986 - val_mean_squared_error: 2152.7986
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 51.1912 - mean_squared_error: 51.1912 - val_loss: 2322.0393 - val_mean_squared_error: 2322.0393
Epoch 6/25
81/81 [==============================] - 1s 12ms/step - loss: 51.8189 - mean_squared_error: 51.8189 - val_loss: 2448.9312 - val_mean_squared_error: 2448.9312
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 46.8313 - mean_squared_error: 46.8313 - val_loss: 2301.1863 - val_mean_squared_error: 2301.1863
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 47.7975 - mean_squared_error: 47.7975 - val_loss: 2448.7529 - val_mean_squared_error: 2448.7529
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 40.9026 - mean_squared_error: 40.9026 - val_loss: 2113.4805 - val_mean_squared_error: 2113.4805
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 43.6607 - mean_squared_error: 43.6607 - val_loss: 2192.4644 - val_mean_squared_error: 2192.4644
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 46.2023 - mean_squared_error: 46.2023 - val_loss: 2287.0300 - val_mean_squared_error: 2287.0300
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 38.3023 - mean_squared_error: 38.3023 - val_loss: 2119.8074 - val_mean_squared_error: 2119.8074
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 43.8438 - mean_squared_error: 43.8438 - val_loss: 2181.8699 - val_mean_squared_error: 2181.8699
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 36.1344 - mean_squared_error: 36.1344 - val_loss: 1971.8324 - val_mean_squared_error: 1971.8324
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 46.4829 - mean_squared_error: 46.4829 - val_loss: 2077.1780 - val_mean_squared_error: 2077.1780
Epoch 16/25
81/81 [==============================] - 1s 10ms/step - loss: 37.2349 - mean_squared_error: 37.2349 - val_loss: 2057.3398 - val_mean_squared_error: 2057.3398
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 41.8592 - mean_squared_error: 41.8592 - val_loss: 2158.8904 - val_mean_squared_error: 2158.8904
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 42.0244 - mean_squared_error: 42.0244 - val_loss: 1857.1978 - val_mean_squared_error: 1857.1978
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0797 - mean_squared_error: 37.0797 - val_loss: 2092.5818 - val_mean_squared_error: 2092.5818
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 42.2329 - mean_squared_error: 42.2329 - val_loss: 2029.4849 - val_mean_squared_error: 2029.4849
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 45.8656 - mean_squared_error: 45.8656 - val_loss: 2140.2883 - val_mean_squared_error: 2140.2883
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0473 - mean_squared_error: 38.0473 - val_loss: 1970.5872 - val_mean_squared_error: 1970.5872
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 39.7823 - mean_squared_error: 39.7823 - val_loss: 1962.1687 - val_mean_squared_error: 1962.1687
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 42.7819 - mean_squared_error: 42.7819 - val_loss: 1919.8925 - val_mean_squared_error: 1919.8925
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 37.9369 - mean_squared_error: 37.9369 - val_loss: 1739.4877 - val_mean_squared_error: 1739.4877
2022-12-09 11:51:51.604873: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 11:51:52.249033: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2437.2595 - mean_squared_error: 2437.2595
2022-12-09 11:51:57.980116: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2437.2595 - mean_squared_error: 2437.2595 - val_loss: 1257.3419 - val_mean_squared_error: 1257.3419
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 142.6800 - mean_squared_error: 142.6800 - val_loss: 1273.6436 - val_mean_squared_error: 1273.6436
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 69.6744 - mean_squared_error: 69.6744 - val_loss: 1853.8483 - val_mean_squared_error: 1853.8483
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 60.4679 - mean_squared_error: 60.4679 - val_loss: 2348.3809 - val_mean_squared_error: 2348.3809
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 55.0549 - mean_squared_error: 55.0549 - val_loss: 2579.4180 - val_mean_squared_error: 2579.4177
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 49.4085 - mean_squared_error: 49.4085 - val_loss: 2597.1750 - val_mean_squared_error: 2597.1750
Epoch 7/25
81/81 [==============================] - 1s 11ms/step - loss: 42.4778 - mean_squared_error: 42.4778 - val_loss: 2649.3430 - val_mean_squared_error: 2649.3430
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 39.8177 - mean_squared_error: 39.8177 - val_loss: 2726.0615 - val_mean_squared_error: 2726.0615
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 40.4383 - mean_squared_error: 40.4383 - val_loss: 2718.5930 - val_mean_squared_error: 2718.5930
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 40.6451 - mean_squared_error: 40.6451 - val_loss: 2655.3047 - val_mean_squared_error: 2655.3047
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 40.8865 - mean_squared_error: 40.8865 - val_loss: 2626.5798 - val_mean_squared_error: 2626.5798
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 37.4238 - mean_squared_error: 37.4238 - val_loss: 2656.4133 - val_mean_squared_error: 2656.4133
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 41.7193 - mean_squared_error: 41.7193 - val_loss: 2571.3286 - val_mean_squared_error: 2571.3286
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 43.7025 - mean_squared_error: 43.7025 - val_loss: 2516.3557 - val_mean_squared_error: 2516.3557
Epoch 15/25
81/81 [==============================] - 1s 10ms/step - loss: 41.7278 - mean_squared_error: 41.7278 - val_loss: 2500.8486 - val_mean_squared_error: 2500.8486
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 47.9068 - mean_squared_error: 47.9068 - val_loss: 2353.0188 - val_mean_squared_error: 2353.0188
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 42.9419 - mean_squared_error: 42.9419 - val_loss: 2545.0444 - val_mean_squared_error: 2545.0444
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 40.8836 - mean_squared_error: 40.8836 - val_loss: 2449.0029 - val_mean_squared_error: 2449.0029
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 43.8053 - mean_squared_error: 43.8053 - val_loss: 2373.1099 - val_mean_squared_error: 2373.1099
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 46.4557 - mean_squared_error: 46.4557 - val_loss: 2297.4858 - val_mean_squared_error: 2297.4858
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 40.4403 - mean_squared_error: 40.4403 - val_loss: 2307.8279 - val_mean_squared_error: 2307.8279
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 43.0124 - mean_squared_error: 43.0124 - val_loss: 2341.7786 - val_mean_squared_error: 2341.7786
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 50.7408 - mean_squared_error: 50.7408 - val_loss: 2334.4744 - val_mean_squared_error: 2334.4744
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 46.6223 - mean_squared_error: 46.6223 - val_loss: 2347.2612 - val_mean_squared_error: 2347.2612
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 38.6927 - mean_squared_error: 38.6927 - val_loss: 2160.9456 - val_mean_squared_error: 2160.9456
2022-12-09 11:52:16.648095: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 47)
(286, 47)
Epoch 1/25
2022-12-09 11:52:17.306784: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2438.8430 - mean_squared_error: 2438.8430
2022-12-09 11:52:22.279974: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 54ms/step - loss: 2438.8430 - mean_squared_error: 2438.8430 - val_loss: 964.2874 - val_mean_squared_error: 964.2874
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 134.7605 - mean_squared_error: 134.7605 - val_loss: 1238.7952 - val_mean_squared_error: 1238.7952
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 67.2633 - mean_squared_error: 67.2633 - val_loss: 1879.6613 - val_mean_squared_error: 1879.6613
Epoch 4/25
81/81 [==============================] - 1s 16ms/step - loss: 53.3643 - mean_squared_error: 53.3643 - val_loss: 2292.6238 - val_mean_squared_error: 2292.6238
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 56.2599 - mean_squared_error: 56.2599 - val_loss: 2442.2744 - val_mean_squared_error: 2442.2744
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 48.7907 - mean_squared_error: 48.7907 - val_loss: 2413.9373 - val_mean_squared_error: 2413.9373
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 41.0480 - mean_squared_error: 41.0480 - val_loss: 2203.3821 - val_mean_squared_error: 2203.3821
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 41.4108 - mean_squared_error: 41.4108 - val_loss: 2338.6257 - val_mean_squared_error: 2338.6257
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 42.0836 - mean_squared_error: 42.0836 - val_loss: 2242.0215 - val_mean_squared_error: 2242.0215
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 48.3058 - mean_squared_error: 48.3058 - val_loss: 2293.1174 - val_mean_squared_error: 2293.1174
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 43.5802 - mean_squared_error: 43.5802 - val_loss: 2135.0801 - val_mean_squared_error: 2135.0801
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 40.2082 - mean_squared_error: 40.2082 - val_loss: 2070.0508 - val_mean_squared_error: 2070.0508
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 40.1972 - mean_squared_error: 40.1972 - val_loss: 1957.4185 - val_mean_squared_error: 1957.4185
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 47.8550 - mean_squared_error: 47.8550 - val_loss: 2000.2727 - val_mean_squared_error: 2000.2727
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 52.5236 - mean_squared_error: 52.5236 - val_loss: 2060.8264 - val_mean_squared_error: 2060.8264
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 37.5080 - mean_squared_error: 37.5080 - val_loss: 1814.9882 - val_mean_squared_error: 1814.9882
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 43.5076 - mean_squared_error: 43.5076 - val_loss: 1951.7531 - val_mean_squared_error: 1951.7531
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 52.0015 - mean_squared_error: 52.0015 - val_loss: 1835.2899 - val_mean_squared_error: 1835.2899
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 40.2860 - mean_squared_error: 40.2860 - val_loss: 1920.9517 - val_mean_squared_error: 1920.9517
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 37.1512 - mean_squared_error: 37.1512 - val_loss: 1780.2072 - val_mean_squared_error: 1780.2072
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 42.7577 - mean_squared_error: 42.7577 - val_loss: 1788.6565 - val_mean_squared_error: 1788.6565
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 46.0986 - mean_squared_error: 46.0986 - val_loss: 1775.1077 - val_mean_squared_error: 1775.1077
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 42.8294 - mean_squared_error: 42.8294 - val_loss: 1661.2253 - val_mean_squared_error: 1661.2253
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 49.5367 - mean_squared_error: 49.5367 - val_loss: 1808.2185 - val_mean_squared_error: 1808.2185
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 43.2256 - mean_squared_error: 43.2256 - val_loss: 1491.6384 - val_mean_squared_error: 1491.6384
2022-12-09 11:52:40.936319: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 44)
(286, 44)
Epoch 1/25
2022-12-09 11:52:41.631126: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2428.3218 - mean_squared_error: 2428.3218
2022-12-09 11:52:47.435269: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 64ms/step - loss: 2428.3218 - mean_squared_error: 2428.3218 - val_loss: 1114.8542 - val_mean_squared_error: 1114.8542
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 190.8268 - mean_squared_error: 190.8268 - val_loss: 1735.6118 - val_mean_squared_error: 1735.6118
Epoch 3/25
81/81 [==============================] - 1s 14ms/step - loss: 90.3964 - mean_squared_error: 90.3964 - val_loss: 2067.8372 - val_mean_squared_error: 2067.8372
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 71.6411 - mean_squared_error: 71.6411 - val_loss: 2447.8318 - val_mean_squared_error: 2447.8318
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 53.7964 - mean_squared_error: 53.7964 - val_loss: 2673.4548 - val_mean_squared_error: 2673.4548
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 50.4810 - mean_squared_error: 50.4810 - val_loss: 2718.4998 - val_mean_squared_error: 2718.4998
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 54.6281 - mean_squared_error: 54.6281 - val_loss: 2722.8579 - val_mean_squared_error: 2722.8579
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 51.6514 - mean_squared_error: 51.6514 - val_loss: 2648.5029 - val_mean_squared_error: 2648.5029
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 46.2516 - mean_squared_error: 46.2516 - val_loss: 2678.1870 - val_mean_squared_error: 2678.1870
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 40.0039 - mean_squared_error: 40.0039 - val_loss: 2751.2925 - val_mean_squared_error: 2751.2925
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 42.6317 - mean_squared_error: 42.6317 - val_loss: 2712.2366 - val_mean_squared_error: 2712.2366
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 44.3527 - mean_squared_error: 44.3527 - val_loss: 2781.5054 - val_mean_squared_error: 2781.5054
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 41.6460 - mean_squared_error: 41.6460 - val_loss: 2659.5032 - val_mean_squared_error: 2659.5032
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 39.5971 - mean_squared_error: 39.5971 - val_loss: 2657.1262 - val_mean_squared_error: 2657.1262
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 39.9041 - mean_squared_error: 39.9041 - val_loss: 2639.9585 - val_mean_squared_error: 2639.9585
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 36.9855 - mean_squared_error: 36.9855 - val_loss: 2547.2039 - val_mean_squared_error: 2547.2039
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 44.2001 - mean_squared_error: 44.2001 - val_loss: 2545.8037 - val_mean_squared_error: 2545.8037
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 45.3906 - mean_squared_error: 45.3906 - val_loss: 2495.9983 - val_mean_squared_error: 2495.9983
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 42.8879 - mean_squared_error: 42.8879 - val_loss: 2706.3474 - val_mean_squared_error: 2706.3474
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 41.8396 - mean_squared_error: 41.8396 - val_loss: 2536.8113 - val_mean_squared_error: 2536.8113
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 41.8001 - mean_squared_error: 41.8001 - val_loss: 2421.3274 - val_mean_squared_error: 2421.3274
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 38.2693 - mean_squared_error: 38.2693 - val_loss: 2539.6267 - val_mean_squared_error: 2539.6267
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 38.5533 - mean_squared_error: 38.5533 - val_loss: 2454.9319 - val_mean_squared_error: 2454.9319
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 42.5177 - mean_squared_error: 42.5177 - val_loss: 2412.2571 - val_mean_squared_error: 2412.2571
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 43.1119 - mean_squared_error: 43.1119 - val_loss: 2293.0684 - val_mean_squared_error: 2293.0684
2022-12-09 11:53:06.063444: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0006608823284049937
Generation:  22
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(2577, 47)
(286, 47)
Epoch 1/25
2022-12-09 11:53:06.703195: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2371.5640 - mean_squared_error: 2371.5640
2022-12-09 11:53:12.379487: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2371.5640 - mean_squared_error: 2371.5640 - val_loss: 1177.0348 - val_mean_squared_error: 1177.0348
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 125.4847 - mean_squared_error: 125.4847 - val_loss: 1473.6738 - val_mean_squared_error: 1473.6738
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 61.1574 - mean_squared_error: 61.1574 - val_loss: 1793.6858 - val_mean_squared_error: 1793.6858
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 54.6482 - mean_squared_error: 54.6482 - val_loss: 2367.0195 - val_mean_squared_error: 2367.0195
Epoch 5/25
81/81 [==============================] - 1s 12ms/step - loss: 44.8613 - mean_squared_error: 44.8613 - val_loss: 2356.7820 - val_mean_squared_error: 2356.7820
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 46.8176 - mean_squared_error: 46.8176 - val_loss: 2403.0532 - val_mean_squared_error: 2403.0530
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 45.1053 - mean_squared_error: 45.1053 - val_loss: 2498.9790 - val_mean_squared_error: 2498.9790
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 49.3445 - mean_squared_error: 49.3445 - val_loss: 2471.5769 - val_mean_squared_error: 2471.5769
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 42.2175 - mean_squared_error: 42.2175 - val_loss: 2471.7549 - val_mean_squared_error: 2471.7549
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 41.1344 - mean_squared_error: 41.1344 - val_loss: 2468.5476 - val_mean_squared_error: 2468.5476
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 40.5056 - mean_squared_error: 40.5056 - val_loss: 2423.6382 - val_mean_squared_error: 2423.6382
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 38.2071 - mean_squared_error: 38.2071 - val_loss: 2467.2600 - val_mean_squared_error: 2467.2600
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 44.6262 - mean_squared_error: 44.6262 - val_loss: 2358.2285 - val_mean_squared_error: 2358.2285
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 37.1210 - mean_squared_error: 37.1210 - val_loss: 2305.5879 - val_mean_squared_error: 2305.5879
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 49.3971 - mean_squared_error: 49.3971 - val_loss: 2326.6299 - val_mean_squared_error: 2326.6299
Epoch 16/25
81/81 [==============================] - 1s 10ms/step - loss: 39.8341 - mean_squared_error: 39.8341 - val_loss: 2317.5837 - val_mean_squared_error: 2317.5837
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 40.9545 - mean_squared_error: 40.9545 - val_loss: 2145.2871 - val_mean_squared_error: 2145.2871
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 41.9165 - mean_squared_error: 41.9165 - val_loss: 2197.1299 - val_mean_squared_error: 2197.1299
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 59.4994 - mean_squared_error: 59.4994 - val_loss: 2121.1436 - val_mean_squared_error: 2121.1436
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 42.7138 - mean_squared_error: 42.7138 - val_loss: 2214.2478 - val_mean_squared_error: 2214.2476
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 37.2919 - mean_squared_error: 37.2919 - val_loss: 2157.0088 - val_mean_squared_error: 2157.0088
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 34.5487 - mean_squared_error: 34.5487 - val_loss: 2159.1230 - val_mean_squared_error: 2159.1230
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 38.3951 - mean_squared_error: 38.3951 - val_loss: 2199.0134 - val_mean_squared_error: 2199.0134
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 40.5562 - mean_squared_error: 40.5562 - val_loss: 1861.0753 - val_mean_squared_error: 1861.0753
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 40.3332 - mean_squared_error: 40.3332 - val_loss: 1979.4729 - val_mean_squared_error: 1979.4729
2022-12-09 11:53:31.166842: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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 ...
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 11:53:31.798119: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2354.3088 - mean_squared_error: 2354.3088
2022-12-09 11:53:37.596548: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 64ms/step - loss: 2354.3088 - mean_squared_error: 2354.3088 - val_loss: 684.5932 - val_mean_squared_error: 684.5932
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 119.1107 - mean_squared_error: 119.1107 - val_loss: 1191.8002 - val_mean_squared_error: 1191.8002
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 55.9825 - mean_squared_error: 55.9825 - val_loss: 2068.8528 - val_mean_squared_error: 2068.8528
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 47.9961 - mean_squared_error: 47.9961 - val_loss: 2535.7134 - val_mean_squared_error: 2535.7134
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 48.4353 - mean_squared_error: 48.4353 - val_loss: 2695.6653 - val_mean_squared_error: 2695.6653
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 42.8825 - mean_squared_error: 42.8825 - val_loss: 2713.5034 - val_mean_squared_error: 2713.5034
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 46.5350 - mean_squared_error: 46.5350 - val_loss: 2736.7434 - val_mean_squared_error: 2736.7434
Epoch 8/25
81/81 [==============================] - 1s 12ms/step - loss: 39.9416 - mean_squared_error: 39.9416 - val_loss: 2756.5259 - val_mean_squared_error: 2756.5259
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 45.3549 - mean_squared_error: 45.3549 - val_loss: 2711.3760 - val_mean_squared_error: 2711.3760
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0331 - mean_squared_error: 37.0331 - val_loss: 2734.5210 - val_mean_squared_error: 2734.5210
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 47.0401 - mean_squared_error: 47.0401 - val_loss: 2688.0986 - val_mean_squared_error: 2688.0986
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 43.3232 - mean_squared_error: 43.3232 - val_loss: 2643.1592 - val_mean_squared_error: 2643.1592
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 47.1711 - mean_squared_error: 47.1711 - val_loss: 2630.5945 - val_mean_squared_error: 2630.5945
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 42.4692 - mean_squared_error: 42.4692 - val_loss: 2678.9700 - val_mean_squared_error: 2678.9700
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 43.7254 - mean_squared_error: 43.7254 - val_loss: 2594.0132 - val_mean_squared_error: 2594.0132
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 42.4660 - mean_squared_error: 42.4660 - val_loss: 2582.6978 - val_mean_squared_error: 2582.6978
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 39.6737 - mean_squared_error: 39.6737 - val_loss: 2561.3606 - val_mean_squared_error: 2561.3606
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 41.0365 - mean_squared_error: 41.0365 - val_loss: 2474.9854 - val_mean_squared_error: 2474.9854
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 38.7803 - mean_squared_error: 38.7803 - val_loss: 2415.4060 - val_mean_squared_error: 2415.4060
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 36.8039 - mean_squared_error: 36.8039 - val_loss: 2388.8005 - val_mean_squared_error: 2388.8003
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 42.1312 - mean_squared_error: 42.1312 - val_loss: 2456.8196 - val_mean_squared_error: 2456.8196
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 45.5122 - mean_squared_error: 45.5122 - val_loss: 2407.5691 - val_mean_squared_error: 2407.5688
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 44.8983 - mean_squared_error: 44.8983 - val_loss: 2461.1799 - val_mean_squared_error: 2461.1799
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 46.8092 - mean_squared_error: 46.8092 - val_loss: 2366.7791 - val_mean_squared_error: 2366.7791
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 40.0872 - mean_squared_error: 40.0872 - val_loss: 2473.1379 - val_mean_squared_error: 2473.1379
2022-12-09 11:53:56.360975: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:53:57.038459: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2442.3342 - mean_squared_error: 2442.3342
2022-12-09 11:54:02.930318: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 64ms/step - loss: 2442.3342 - mean_squared_error: 2442.3342 - val_loss: 1137.0806 - val_mean_squared_error: 1137.0806
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 190.0536 - mean_squared_error: 190.0536 - val_loss: 1520.0081 - val_mean_squared_error: 1520.0081
Epoch 3/25
81/81 [==============================] - 1s 9ms/step - loss: 93.1433 - mean_squared_error: 93.1433 - val_loss: 1840.9279 - val_mean_squared_error: 1840.9279
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 71.1070 - mean_squared_error: 71.1070 - val_loss: 1953.0813 - val_mean_squared_error: 1953.0813
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 60.9450 - mean_squared_error: 60.9450 - val_loss: 2224.5830 - val_mean_squared_error: 2224.5830
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 51.3425 - mean_squared_error: 51.3425 - val_loss: 2081.4509 - val_mean_squared_error: 2081.4509
Epoch 7/25
81/81 [==============================] - 1s 11ms/step - loss: 45.7557 - mean_squared_error: 45.7557 - val_loss: 2186.6091 - val_mean_squared_error: 2186.6091
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 52.9403 - mean_squared_error: 52.9403 - val_loss: 2072.7996 - val_mean_squared_error: 2072.7996
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 42.7982 - mean_squared_error: 42.7982 - val_loss: 1997.9073 - val_mean_squared_error: 1997.9073
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 44.2628 - mean_squared_error: 44.2628 - val_loss: 2178.7063 - val_mean_squared_error: 2178.7063
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 44.0793 - mean_squared_error: 44.0793 - val_loss: 1829.0549 - val_mean_squared_error: 1829.0549
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 43.1696 - mean_squared_error: 43.1696 - val_loss: 1887.0514 - val_mean_squared_error: 1887.0514
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 44.7398 - mean_squared_error: 44.7398 - val_loss: 1912.6084 - val_mean_squared_error: 1912.6084
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 46.0979 - mean_squared_error: 46.0979 - val_loss: 1957.2810 - val_mean_squared_error: 1957.2810
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 40.4952 - mean_squared_error: 40.4952 - val_loss: 1936.3983 - val_mean_squared_error: 1936.3983
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 37.7541 - mean_squared_error: 37.7541 - val_loss: 1963.5291 - val_mean_squared_error: 1963.5291
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 42.0016 - mean_squared_error: 42.0016 - val_loss: 1751.6508 - val_mean_squared_error: 1751.6508
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 37.2222 - mean_squared_error: 37.2222 - val_loss: 1993.1429 - val_mean_squared_error: 1993.1429
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 48.3958 - mean_squared_error: 48.3958 - val_loss: 1667.6337 - val_mean_squared_error: 1667.6337
Epoch 20/25
81/81 [==============================] - 1s 10ms/step - loss: 42.3511 - mean_squared_error: 42.3511 - val_loss: 1728.5054 - val_mean_squared_error: 1728.5054
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 43.9501 - mean_squared_error: 43.9501 - val_loss: 1837.7738 - val_mean_squared_error: 1837.7738
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 56.2942 - mean_squared_error: 56.2942 - val_loss: 1921.3385 - val_mean_squared_error: 1921.3385
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 42.5255 - mean_squared_error: 42.5255 - val_loss: 1792.0155 - val_mean_squared_error: 1792.0155
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 40.9941 - mean_squared_error: 40.9941 - val_loss: 1653.8593 - val_mean_squared_error: 1653.8593
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 44.9899 - mean_squared_error: 44.9899 - val_loss: 1381.4576 - val_mean_squared_error: 1381.4576
2022-12-09 11:54:21.574144: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 11:54:22.249747: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2380.1738 - mean_squared_error: 2380.1738
2022-12-09 11:54:28.120541: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2380.1738 - mean_squared_error: 2380.1738 - val_loss: 1030.8140 - val_mean_squared_error: 1030.8140
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 121.2742 - mean_squared_error: 121.2742 - val_loss: 1244.7971 - val_mean_squared_error: 1244.7971
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 69.3591 - mean_squared_error: 69.3591 - val_loss: 1935.8723 - val_mean_squared_error: 1935.8723
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 52.5606 - mean_squared_error: 52.5606 - val_loss: 2533.5205 - val_mean_squared_error: 2533.5205
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 50.1823 - mean_squared_error: 50.1823 - val_loss: 2747.6516 - val_mean_squared_error: 2747.6516
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 41.0107 - mean_squared_error: 41.0107 - val_loss: 2804.0901 - val_mean_squared_error: 2804.0901
Epoch 7/25
81/81 [==============================] - 1s 11ms/step - loss: 39.6089 - mean_squared_error: 39.6089 - val_loss: 2908.1841 - val_mean_squared_error: 2908.1841
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 45.5654 - mean_squared_error: 45.5654 - val_loss: 2923.7915 - val_mean_squared_error: 2923.7915
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 42.2518 - mean_squared_error: 42.2518 - val_loss: 2949.3716 - val_mean_squared_error: 2949.3716
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 42.1254 - mean_squared_error: 42.1254 - val_loss: 2879.4233 - val_mean_squared_error: 2879.4233
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 42.4936 - mean_squared_error: 42.4936 - val_loss: 2857.0659 - val_mean_squared_error: 2857.0659
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 43.0446 - mean_squared_error: 43.0446 - val_loss: 2860.9343 - val_mean_squared_error: 2860.9343
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 45.2950 - mean_squared_error: 45.2950 - val_loss: 2819.5154 - val_mean_squared_error: 2819.5154
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 43.7164 - mean_squared_error: 43.7164 - val_loss: 2821.1340 - val_mean_squared_error: 2821.1340
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 36.4890 - mean_squared_error: 36.4890 - val_loss: 2791.2188 - val_mean_squared_error: 2791.2188
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 41.4611 - mean_squared_error: 41.4611 - val_loss: 2800.1614 - val_mean_squared_error: 2800.1614
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 39.4283 - mean_squared_error: 39.4283 - val_loss: 2768.6138 - val_mean_squared_error: 2768.6138
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 39.3638 - mean_squared_error: 39.3638 - val_loss: 2719.6453 - val_mean_squared_error: 2719.6453
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 45.1734 - mean_squared_error: 45.1734 - val_loss: 2804.7942 - val_mean_squared_error: 2804.7942
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 38.0004 - mean_squared_error: 38.0004 - val_loss: 2689.0164 - val_mean_squared_error: 2689.0164
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 40.0501 - mean_squared_error: 40.0501 - val_loss: 2722.1736 - val_mean_squared_error: 2722.1736
Epoch 22/25
81/81 [==============================] - 1s 10ms/step - loss: 42.8291 - mean_squared_error: 42.8291 - val_loss: 2597.9561 - val_mean_squared_error: 2597.9558
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 42.8046 - mean_squared_error: 42.8046 - val_loss: 2528.0002 - val_mean_squared_error: 2528.0002
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 42.3500 - mean_squared_error: 42.3500 - val_loss: 2575.7236 - val_mean_squared_error: 2575.7236
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 43.2357 - mean_squared_error: 43.2357 - val_loss: 2485.4875 - val_mean_squared_error: 2485.4875
2022-12-09 11:54:46.616534: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 44)
(286, 44)
Epoch 1/25
2022-12-09 11:54:47.197109: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2417.1299 - mean_squared_error: 2417.1299
2022-12-09 11:54:53.053582: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2417.1299 - mean_squared_error: 2417.1299 - val_loss: 1030.7548 - val_mean_squared_error: 1030.7548
Epoch 2/25
81/81 [==============================] - 1s 15ms/step - loss: 159.7292 - mean_squared_error: 159.7292 - val_loss: 1391.2557 - val_mean_squared_error: 1391.2557
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 79.7566 - mean_squared_error: 79.7566 - val_loss: 2074.9182 - val_mean_squared_error: 2074.9182
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 66.2100 - mean_squared_error: 66.2100 - val_loss: 2365.6462 - val_mean_squared_error: 2365.6462
Epoch 5/25
81/81 [==============================] - 1s 8ms/step - loss: 55.2718 - mean_squared_error: 55.2718 - val_loss: 2662.7622 - val_mean_squared_error: 2662.7622
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 48.6931 - mean_squared_error: 48.6931 - val_loss: 2651.2507 - val_mean_squared_error: 2651.2507
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 50.3402 - mean_squared_error: 50.3402 - val_loss: 2735.6047 - val_mean_squared_error: 2735.6047
Epoch 8/25
81/81 [==============================] - 1s 11ms/step - loss: 43.8316 - mean_squared_error: 43.8316 - val_loss: 2784.3999 - val_mean_squared_error: 2784.3999
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 39.8879 - mean_squared_error: 39.8879 - val_loss: 2697.5332 - val_mean_squared_error: 2697.5332
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 46.7843 - mean_squared_error: 46.7843 - val_loss: 2740.3484 - val_mean_squared_error: 2740.3484
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 47.9297 - mean_squared_error: 47.9297 - val_loss: 2760.6553 - val_mean_squared_error: 2760.6550
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 45.0212 - mean_squared_error: 45.0212 - val_loss: 2584.1145 - val_mean_squared_error: 2584.1145
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 37.3628 - mean_squared_error: 37.3628 - val_loss: 2585.4570 - val_mean_squared_error: 2585.4570
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 44.9980 - mean_squared_error: 44.9980 - val_loss: 2698.9160 - val_mean_squared_error: 2698.9160
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 35.8990 - mean_squared_error: 35.8990 - val_loss: 2662.0466 - val_mean_squared_error: 2662.0466
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 43.0031 - mean_squared_error: 43.0031 - val_loss: 2686.1687 - val_mean_squared_error: 2686.1687
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 45.4513 - mean_squared_error: 45.4513 - val_loss: 2579.1943 - val_mean_squared_error: 2579.1943
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 48.5601 - mean_squared_error: 48.5601 - val_loss: 2424.0859 - val_mean_squared_error: 2424.0859
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 44.2316 - mean_squared_error: 44.2316 - val_loss: 2606.9839 - val_mean_squared_error: 2606.9839
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 46.1115 - mean_squared_error: 46.1115 - val_loss: 2390.0183 - val_mean_squared_error: 2390.0183
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 38.8858 - mean_squared_error: 38.8858 - val_loss: 2596.0964 - val_mean_squared_error: 2596.0964
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 41.5111 - mean_squared_error: 41.5111 - val_loss: 2498.3904 - val_mean_squared_error: 2498.3904
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 38.9845 - mean_squared_error: 38.9845 - val_loss: 2460.5728 - val_mean_squared_error: 2460.5725
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 36.6048 - mean_squared_error: 36.6048 - val_loss: 2544.1826 - val_mean_squared_error: 2544.1826
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 45.8072 - mean_squared_error: 45.8072 - val_loss: 2473.7463 - val_mean_squared_error: 2473.7463
2022-12-09 11:55:11.535726: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0007134360280803372
Generation:  23
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:55:12.215986: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2419.7246 - mean_squared_error: 2419.7246
2022-12-09 11:55:18.096727: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2419.7246 - mean_squared_error: 2419.7246 - val_loss: 1170.3527 - val_mean_squared_error: 1170.3527
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 200.8280 - mean_squared_error: 200.8280 - val_loss: 1628.3732 - val_mean_squared_error: 1628.3732
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 99.5417 - mean_squared_error: 99.5417 - val_loss: 1626.3495 - val_mean_squared_error: 1626.3495
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 68.5984 - mean_squared_error: 68.5984 - val_loss: 1872.1604 - val_mean_squared_error: 1872.1604
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 56.5473 - mean_squared_error: 56.5473 - val_loss: 2125.8425 - val_mean_squared_error: 2125.8425
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 53.5411 - mean_squared_error: 53.5411 - val_loss: 2231.0933 - val_mean_squared_error: 2231.0933
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 56.4711 - mean_squared_error: 56.4711 - val_loss: 2310.6201 - val_mean_squared_error: 2310.6201
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 50.1566 - mean_squared_error: 50.1566 - val_loss: 2171.2632 - val_mean_squared_error: 2171.2632
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 43.3233 - mean_squared_error: 43.3233 - val_loss: 2294.4404 - val_mean_squared_error: 2294.4404
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 52.9319 - mean_squared_error: 52.9319 - val_loss: 2099.9626 - val_mean_squared_error: 2099.9626
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 41.9147 - mean_squared_error: 41.9147 - val_loss: 2304.9753 - val_mean_squared_error: 2304.9753
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 45.9198 - mean_squared_error: 45.9198 - val_loss: 2143.5652 - val_mean_squared_error: 2143.5652
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 43.3896 - mean_squared_error: 43.3896 - val_loss: 2180.0737 - val_mean_squared_error: 2180.0737
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 38.8796 - mean_squared_error: 38.8796 - val_loss: 2468.3425 - val_mean_squared_error: 2468.3425
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 44.0679 - mean_squared_error: 44.0679 - val_loss: 2095.7061 - val_mean_squared_error: 2095.7061
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 37.7696 - mean_squared_error: 37.7696 - val_loss: 2265.7527 - val_mean_squared_error: 2265.7527
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 35.1333 - mean_squared_error: 35.1333 - val_loss: 2143.8921 - val_mean_squared_error: 2143.8921
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 38.5517 - mean_squared_error: 38.5517 - val_loss: 2119.5874 - val_mean_squared_error: 2119.5874
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 48.6829 - mean_squared_error: 48.6829 - val_loss: 2146.3557 - val_mean_squared_error: 2146.3557
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 45.3419 - mean_squared_error: 45.3419 - val_loss: 2034.7544 - val_mean_squared_error: 2034.7544
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 38.5669 - mean_squared_error: 38.5669 - val_loss: 2055.5730 - val_mean_squared_error: 2055.5730
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 41.1208 - mean_squared_error: 41.1208 - val_loss: 1942.9451 - val_mean_squared_error: 1942.9451
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 38.6708 - mean_squared_error: 38.6708 - val_loss: 2008.9615 - val_mean_squared_error: 2008.9615
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 32.0301 - mean_squared_error: 32.0301 - val_loss: 2071.3274 - val_mean_squared_error: 2071.3274
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 37.4160 - mean_squared_error: 37.4160 - val_loss: 1910.6458 - val_mean_squared_error: 1910.6458
2022-12-09 11:55:36.695559: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 47)
(286, 47)
Epoch 1/25
2022-12-09 11:55:37.472394: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2493.4011 - mean_squared_error: 2493.4011
2022-12-09 11:55:43.675807: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 67ms/step - loss: 2493.4011 - mean_squared_error: 2493.4011 - val_loss: 908.5342 - val_mean_squared_error: 908.5342
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 128.0354 - mean_squared_error: 128.0354 - val_loss: 1225.5598 - val_mean_squared_error: 1225.5598
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 58.5865 - mean_squared_error: 58.5865 - val_loss: 1776.5883 - val_mean_squared_error: 1776.5883
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 50.3374 - mean_squared_error: 50.3374 - val_loss: 2402.1316 - val_mean_squared_error: 2402.1316
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 55.6707 - mean_squared_error: 55.6707 - val_loss: 2506.1658 - val_mean_squared_error: 2506.1658
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 48.7856 - mean_squared_error: 48.7856 - val_loss: 2543.4749 - val_mean_squared_error: 2543.4749
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 46.5741 - mean_squared_error: 46.5741 - val_loss: 2497.1362 - val_mean_squared_error: 2497.1360
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 39.8199 - mean_squared_error: 39.8199 - val_loss: 2557.3215 - val_mean_squared_error: 2557.3215
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 43.1884 - mean_squared_error: 43.1884 - val_loss: 2504.9351 - val_mean_squared_error: 2504.9351
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 43.6086 - mean_squared_error: 43.6086 - val_loss: 2354.0588 - val_mean_squared_error: 2354.0588
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 42.5233 - mean_squared_error: 42.5233 - val_loss: 2327.7900 - val_mean_squared_error: 2327.7900
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 39.8703 - mean_squared_error: 39.8703 - val_loss: 2308.1416 - val_mean_squared_error: 2308.1416
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 41.7712 - mean_squared_error: 41.7712 - val_loss: 2291.1685 - val_mean_squared_error: 2291.1685
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 39.7493 - mean_squared_error: 39.7493 - val_loss: 2270.5361 - val_mean_squared_error: 2270.5361
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 47.2355 - mean_squared_error: 47.2355 - val_loss: 2155.7515 - val_mean_squared_error: 2155.7515
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 39.7545 - mean_squared_error: 39.7545 - val_loss: 2281.9028 - val_mean_squared_error: 2281.9028
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 36.0494 - mean_squared_error: 36.0494 - val_loss: 2080.1721 - val_mean_squared_error: 2080.1721
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 46.4411 - mean_squared_error: 46.4411 - val_loss: 2162.0005 - val_mean_squared_error: 2162.0005
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 43.1708 - mean_squared_error: 43.1708 - val_loss: 2199.0103 - val_mean_squared_error: 2199.0103
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 43.3034 - mean_squared_error: 43.3034 - val_loss: 2131.1196 - val_mean_squared_error: 2131.1196
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 40.9073 - mean_squared_error: 40.9073 - val_loss: 2136.1250 - val_mean_squared_error: 2136.1250
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 47.0949 - mean_squared_error: 47.0949 - val_loss: 2044.7290 - val_mean_squared_error: 2044.7290
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 42.1908 - mean_squared_error: 42.1908 - val_loss: 1888.2906 - val_mean_squared_error: 1888.2906
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 39.7702 - mean_squared_error: 39.7702 - val_loss: 2066.3555 - val_mean_squared_error: 2066.3555
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 41.2918 - mean_squared_error: 41.2918 - val_loss: 1697.7245 - val_mean_squared_error: 1697.7245
2022-12-09 11:56:02.506448: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 11:56:03.122964: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2361.3928 - mean_squared_error: 2361.3928
2022-12-09 11:56:08.936012: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2361.3928 - mean_squared_error: 2361.3928 - val_loss: 993.3093 - val_mean_squared_error: 993.3093
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 123.0841 - mean_squared_error: 123.0841 - val_loss: 1092.0269 - val_mean_squared_error: 1092.0269
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 65.3608 - mean_squared_error: 65.3608 - val_loss: 1913.3455 - val_mean_squared_error: 1913.3455
Epoch 4/25
81/81 [==============================] - 1s 13ms/step - loss: 53.3289 - mean_squared_error: 53.3289 - val_loss: 2281.2346 - val_mean_squared_error: 2281.2346
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 52.0851 - mean_squared_error: 52.0851 - val_loss: 2397.3696 - val_mean_squared_error: 2397.3696
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 50.5261 - mean_squared_error: 50.5261 - val_loss: 2591.3550 - val_mean_squared_error: 2591.3550
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 37.2519 - mean_squared_error: 37.2519 - val_loss: 2519.3140 - val_mean_squared_error: 2519.3140
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 38.9477 - mean_squared_error: 38.9477 - val_loss: 2498.9905 - val_mean_squared_error: 2498.9905
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 47.5682 - mean_squared_error: 47.5682 - val_loss: 2511.6194 - val_mean_squared_error: 2511.6194
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 47.7033 - mean_squared_error: 47.7033 - val_loss: 2481.1321 - val_mean_squared_error: 2481.1321
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 42.7771 - mean_squared_error: 42.7771 - val_loss: 2330.4451 - val_mean_squared_error: 2330.4451
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 40.4298 - mean_squared_error: 40.4298 - val_loss: 2523.9675 - val_mean_squared_error: 2523.9675
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 45.9050 - mean_squared_error: 45.9050 - val_loss: 2430.2961 - val_mean_squared_error: 2430.2961
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 46.4591 - mean_squared_error: 46.4591 - val_loss: 2427.0283 - val_mean_squared_error: 2427.0283
Epoch 15/25
81/81 [==============================] - 1s 10ms/step - loss: 41.3724 - mean_squared_error: 41.3724 - val_loss: 2490.7271 - val_mean_squared_error: 2490.7268
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 43.4621 - mean_squared_error: 43.4621 - val_loss: 2468.2883 - val_mean_squared_error: 2468.2883
Epoch 17/25
81/81 [==============================] - 1s 12ms/step - loss: 46.8655 - mean_squared_error: 46.8655 - val_loss: 2474.5417 - val_mean_squared_error: 2474.5415
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 46.8580 - mean_squared_error: 46.8580 - val_loss: 2410.0974 - val_mean_squared_error: 2410.0974
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 46.2445 - mean_squared_error: 46.2445 - val_loss: 2430.8157 - val_mean_squared_error: 2430.8157
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 40.0854 - mean_squared_error: 40.0854 - val_loss: 2403.8049 - val_mean_squared_error: 2403.8049
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 38.1530 - mean_squared_error: 38.1530 - val_loss: 2277.8486 - val_mean_squared_error: 2277.8486
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 37.2127 - mean_squared_error: 37.2127 - val_loss: 2242.0601 - val_mean_squared_error: 2242.0601
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 42.6787 - mean_squared_error: 42.6787 - val_loss: 2317.8550 - val_mean_squared_error: 2317.8550
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 42.8573 - mean_squared_error: 42.8573 - val_loss: 2261.6946 - val_mean_squared_error: 2261.6946
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 41.1497 - mean_squared_error: 41.1497 - val_loss: 2153.4446 - val_mean_squared_error: 2153.4446
2022-12-09 11:56:28.141000: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 44)
(286, 44)
Epoch 1/25
2022-12-09 11:56:29.000420: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2412.2520 - mean_squared_error: 2412.2520
2022-12-09 11:56:34.972995: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 64ms/step - loss: 2412.2520 - mean_squared_error: 2412.2520 - val_loss: 1101.3041 - val_mean_squared_error: 1101.3041
Epoch 2/25
81/81 [==============================] - 1s 15ms/step - loss: 162.0517 - mean_squared_error: 162.0517 - val_loss: 1206.1641 - val_mean_squared_error: 1206.1641
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 82.6927 - mean_squared_error: 82.6927 - val_loss: 2114.5901 - val_mean_squared_error: 2114.5901
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 69.4629 - mean_squared_error: 69.4629 - val_loss: 2312.7688 - val_mean_squared_error: 2312.7688
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 65.7010 - mean_squared_error: 65.7010 - val_loss: 2439.8164 - val_mean_squared_error: 2439.8164
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 47.9610 - mean_squared_error: 47.9610 - val_loss: 2580.7944 - val_mean_squared_error: 2580.7944
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 60.1494 - mean_squared_error: 60.1494 - val_loss: 2569.0317 - val_mean_squared_error: 2569.0317
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 44.1615 - mean_squared_error: 44.1615 - val_loss: 2605.0364 - val_mean_squared_error: 2605.0364
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 49.0498 - mean_squared_error: 49.0498 - val_loss: 2525.0674 - val_mean_squared_error: 2525.0674
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 58.0496 - mean_squared_error: 58.0496 - val_loss: 2707.9375 - val_mean_squared_error: 2707.9375
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 49.4526 - mean_squared_error: 49.4526 - val_loss: 2352.3806 - val_mean_squared_error: 2352.3806
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 38.3051 - mean_squared_error: 38.3051 - val_loss: 2510.6609 - val_mean_squared_error: 2510.6609
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 39.5742 - mean_squared_error: 39.5742 - val_loss: 2376.3938 - val_mean_squared_error: 2376.3938
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 37.7231 - mean_squared_error: 37.7231 - val_loss: 2328.6177 - val_mean_squared_error: 2328.6177
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 44.5403 - mean_squared_error: 44.5403 - val_loss: 2182.5195 - val_mean_squared_error: 2182.5195
Epoch 16/25
81/81 [==============================] - 1s 10ms/step - loss: 48.6717 - mean_squared_error: 48.6717 - val_loss: 2345.6890 - val_mean_squared_error: 2345.6890
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 39.7350 - mean_squared_error: 39.7350 - val_loss: 2131.2356 - val_mean_squared_error: 2131.2356
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 41.0201 - mean_squared_error: 41.0201 - val_loss: 2247.4961 - val_mean_squared_error: 2247.4961
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 44.1349 - mean_squared_error: 44.1349 - val_loss: 2247.2224 - val_mean_squared_error: 2247.2224
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 49.7466 - mean_squared_error: 49.7466 - val_loss: 1941.7581 - val_mean_squared_error: 1941.7578
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 44.0741 - mean_squared_error: 44.0741 - val_loss: 2293.7065 - val_mean_squared_error: 2293.7065
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 36.0114 - mean_squared_error: 36.0114 - val_loss: 2089.8140 - val_mean_squared_error: 2089.8140
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 45.9192 - mean_squared_error: 45.9192 - val_loss: 2144.5281 - val_mean_squared_error: 2144.5281
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 41.4642 - mean_squared_error: 41.4642 - val_loss: 2180.4272 - val_mean_squared_error: 2180.4272
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 38.6905 - mean_squared_error: 38.6905 - val_loss: 2009.1298 - val_mean_squared_error: 2009.1298
2022-12-09 11:56:54.620634: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 44)
(286, 44)
Epoch 1/25
2022-12-09 11:56:55.483420: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2418.2275 - mean_squared_error: 2418.2275
2022-12-09 11:57:01.929367: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 8s 66ms/step - loss: 2418.2275 - mean_squared_error: 2418.2275 - val_loss: 1017.1611 - val_mean_squared_error: 1017.1611
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 209.4444 - mean_squared_error: 209.4444 - val_loss: 1686.6627 - val_mean_squared_error: 1686.6627
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 98.1920 - mean_squared_error: 98.1920 - val_loss: 1746.5177 - val_mean_squared_error: 1746.5177
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 74.9291 - mean_squared_error: 74.9291 - val_loss: 1885.5316 - val_mean_squared_error: 1885.5316
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 64.5055 - mean_squared_error: 64.5055 - val_loss: 2201.4138 - val_mean_squared_error: 2201.4138
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 55.3300 - mean_squared_error: 55.3300 - val_loss: 2305.2708 - val_mean_squared_error: 2305.2708
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 52.2509 - mean_squared_error: 52.2509 - val_loss: 2491.2993 - val_mean_squared_error: 2491.2993
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 50.5841 - mean_squared_error: 50.5841 - val_loss: 2426.7878 - val_mean_squared_error: 2426.7878
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 51.3433 - mean_squared_error: 51.3433 - val_loss: 2093.1543 - val_mean_squared_error: 2093.1543
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 49.3125 - mean_squared_error: 49.3125 - val_loss: 2289.8049 - val_mean_squared_error: 2289.8049
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 40.1661 - mean_squared_error: 40.1661 - val_loss: 2256.2300 - val_mean_squared_error: 2256.2300
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 41.3045 - mean_squared_error: 41.3045 - val_loss: 2275.5312 - val_mean_squared_error: 2275.5312
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 37.5108 - mean_squared_error: 37.5108 - val_loss: 2229.3940 - val_mean_squared_error: 2229.3940
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 39.2532 - mean_squared_error: 39.2532 - val_loss: 2271.7363 - val_mean_squared_error: 2271.7363
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 42.3248 - mean_squared_error: 42.3248 - val_loss: 2242.1946 - val_mean_squared_error: 2242.1946
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 38.9894 - mean_squared_error: 38.9894 - val_loss: 2285.8359 - val_mean_squared_error: 2285.8359
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 35.9250 - mean_squared_error: 35.9250 - val_loss: 2181.2988 - val_mean_squared_error: 2181.2988
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0427 - mean_squared_error: 37.0427 - val_loss: 2197.9509 - val_mean_squared_error: 2197.9509
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 37.6678 - mean_squared_error: 37.6678 - val_loss: 2001.7771 - val_mean_squared_error: 2001.7771
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 39.8976 - mean_squared_error: 39.8976 - val_loss: 1885.1571 - val_mean_squared_error: 1885.1571
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 33.5424 - mean_squared_error: 33.5424 - val_loss: 1972.5388 - val_mean_squared_error: 1972.5388
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 41.4109 - mean_squared_error: 41.4109 - val_loss: 1960.9412 - val_mean_squared_error: 1960.9412
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 42.0595 - mean_squared_error: 42.0595 - val_loss: 1955.7740 - val_mean_squared_error: 1955.7740
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 42.4845 - mean_squared_error: 42.4845 - val_loss: 2050.5056 - val_mean_squared_error: 2050.5056
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 40.5377 - mean_squared_error: 40.5377 - val_loss: 1931.0948 - val_mean_squared_error: 1931.0948
2022-12-09 11:57:20.641103: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0005824339534174419
Generation:  24
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 ...
 [0.99012252 0.07933631 0.74735086 ... 0.         0.         0.        ]
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(2577, 47)
(286, 47)
Epoch 1/25
2022-12-09 11:57:21.523000: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2431.8013 - mean_squared_error: 2431.8013
2022-12-09 11:57:34.642624: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 15s 153ms/step - loss: 2431.8013 - mean_squared_error: 2431.8013 - val_loss: 839.6328 - val_mean_squared_error: 839.6327
Epoch 2/25
81/81 [==============================] - 1s 15ms/step - loss: 116.6426 - mean_squared_error: 116.6426 - val_loss: 1252.1022 - val_mean_squared_error: 1252.1022
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 56.2669 - mean_squared_error: 56.2669 - val_loss: 1888.5542 - val_mean_squared_error: 1888.5542
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 55.8448 - mean_squared_error: 55.8448 - val_loss: 2270.4653 - val_mean_squared_error: 2270.4653
Epoch 5/25
81/81 [==============================] - 1s 8ms/step - loss: 54.1929 - mean_squared_error: 54.1929 - val_loss: 2471.2319 - val_mean_squared_error: 2471.2319
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 52.2798 - mean_squared_error: 52.2798 - val_loss: 2366.7300 - val_mean_squared_error: 2366.7300
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 48.5600 - mean_squared_error: 48.5600 - val_loss: 2254.3804 - val_mean_squared_error: 2254.3804
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 48.8721 - mean_squared_error: 48.8721 - val_loss: 2074.6401 - val_mean_squared_error: 2074.6401
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 45.9160 - mean_squared_error: 45.9160 - val_loss: 2062.9365 - val_mean_squared_error: 2062.9365
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 35.1668 - mean_squared_error: 35.1668 - val_loss: 1871.2677 - val_mean_squared_error: 1871.2677
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 42.8244 - mean_squared_error: 42.8244 - val_loss: 1878.2451 - val_mean_squared_error: 1878.2451
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 37.4618 - mean_squared_error: 37.4618 - val_loss: 1968.3245 - val_mean_squared_error: 1968.3245
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 39.7371 - mean_squared_error: 39.7371 - val_loss: 1795.8429 - val_mean_squared_error: 1795.8429
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 41.7933 - mean_squared_error: 41.7933 - val_loss: 1691.5237 - val_mean_squared_error: 1691.5237
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 36.2457 - mean_squared_error: 36.2457 - val_loss: 1948.6375 - val_mean_squared_error: 1948.6375
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 39.9619 - mean_squared_error: 39.9619 - val_loss: 1461.4420 - val_mean_squared_error: 1461.4420
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 47.0666 - mean_squared_error: 47.0666 - val_loss: 1690.7534 - val_mean_squared_error: 1690.7534
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 35.2800 - mean_squared_error: 35.2800 - val_loss: 1715.3447 - val_mean_squared_error: 1715.3447
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 49.2125 - mean_squared_error: 49.2125 - val_loss: 1534.9738 - val_mean_squared_error: 1534.9738
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 39.6060 - mean_squared_error: 39.6060 - val_loss: 1648.0074 - val_mean_squared_error: 1648.0074
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 43.8180 - mean_squared_error: 43.8180 - val_loss: 1732.7391 - val_mean_squared_error: 1732.7391
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 39.8622 - mean_squared_error: 39.8622 - val_loss: 1703.2372 - val_mean_squared_error: 1703.2372
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 49.7261 - mean_squared_error: 49.7261 - val_loss: 1614.1644 - val_mean_squared_error: 1614.1644
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 44.1877 - mean_squared_error: 44.1877 - val_loss: 1484.8544 - val_mean_squared_error: 1484.8542
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 42.2089 - mean_squared_error: 42.2089 - val_loss: 1538.3733 - val_mean_squared_error: 1538.3733
2022-12-09 11:57:53.316787: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.6737802  0.15281651 0.44309554 ... 0.         0.         0.        ]
 [0.65978331 0.18600112 0.44272007 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.07933631 0.74735086 ... 0.         0.         0.        ]
 [1.         0.07306191 0.76512307 ... 0.         0.         0.        ]
 [0.99225423 0.08951478 0.76583229 ... 0.         0.         0.        ]]
(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 11:57:54.029282: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2415.5679 - mean_squared_error: 2415.5679
2022-12-09 11:57:59.108864: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2415.5679 - mean_squared_error: 2415.5679 - val_loss: 1082.2317 - val_mean_squared_error: 1082.2317
Epoch 2/25
81/81 [==============================] - 1s 9ms/step - loss: 184.9583 - mean_squared_error: 184.9583 - val_loss: 1650.4929 - val_mean_squared_error: 1650.4929
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 91.7690 - mean_squared_error: 91.7690 - val_loss: 2135.1187 - val_mean_squared_error: 2135.1187
Epoch 4/25
81/81 [==============================] - 1s 16ms/step - loss: 71.1100 - mean_squared_error: 71.1100 - val_loss: 1980.0808 - val_mean_squared_error: 1980.0808
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 56.4128 - mean_squared_error: 56.4128 - val_loss: 2048.0256 - val_mean_squared_error: 2048.0256
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 53.8339 - mean_squared_error: 53.8339 - val_loss: 1874.8286 - val_mean_squared_error: 1874.8286
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 48.2569 - mean_squared_error: 48.2569 - val_loss: 1996.2437 - val_mean_squared_error: 1996.2437
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 55.4447 - mean_squared_error: 55.4447 - val_loss: 2065.7988 - val_mean_squared_error: 2065.7988
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 50.6403 - mean_squared_error: 50.6403 - val_loss: 2061.4644 - val_mean_squared_error: 2061.4644
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 39.7906 - mean_squared_error: 39.7906 - val_loss: 1996.8455 - val_mean_squared_error: 1996.8455
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 44.5647 - mean_squared_error: 44.5647 - val_loss: 2085.1309 - val_mean_squared_error: 2085.1309
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 45.1509 - mean_squared_error: 45.1509 - val_loss: 2091.4377 - val_mean_squared_error: 2091.4377
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 44.0713 - mean_squared_error: 44.0713 - val_loss: 1803.2639 - val_mean_squared_error: 1803.2639
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 41.3582 - mean_squared_error: 41.3582 - val_loss: 2103.9954 - val_mean_squared_error: 2103.9954
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 37.1446 - mean_squared_error: 37.1446 - val_loss: 1820.1449 - val_mean_squared_error: 1820.1449
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 37.6127 - mean_squared_error: 37.6127 - val_loss: 1999.8695 - val_mean_squared_error: 1999.8695
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 53.6654 - mean_squared_error: 53.6654 - val_loss: 1959.0150 - val_mean_squared_error: 1959.0150
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 45.9672 - mean_squared_error: 45.9672 - val_loss: 1787.6582 - val_mean_squared_error: 1787.6582
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 48.0612 - mean_squared_error: 48.0612 - val_loss: 1852.7334 - val_mean_squared_error: 1852.7334
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 46.9006 - mean_squared_error: 46.9006 - val_loss: 1619.5354 - val_mean_squared_error: 1619.5354
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 41.5081 - mean_squared_error: 41.5081 - val_loss: 1621.1738 - val_mean_squared_error: 1621.1738
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 37.3867 - mean_squared_error: 37.3867 - val_loss: 1667.7935 - val_mean_squared_error: 1667.7935
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 39.2083 - mean_squared_error: 39.2083 - val_loss: 1564.1997 - val_mean_squared_error: 1564.1997
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 46.6113 - mean_squared_error: 46.6113 - val_loss: 1621.1514 - val_mean_squared_error: 1621.1514
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 39.8948 - mean_squared_error: 39.8948 - val_loss: 1630.6625 - val_mean_squared_error: 1630.6625
2022-12-09 11:58:17.911638: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.6737802  0.15281651 0.44309554 ... 0.         0.         0.        ]
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 ...
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(2577, 44)
(286, 44)
Epoch 1/25
2022-12-09 11:58:18.573323: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2447.4001 - mean_squared_error: 2447.4001
2022-12-09 11:58:23.250363: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 52ms/step - loss: 2447.4001 - mean_squared_error: 2447.4001 - val_loss: 1091.0087 - val_mean_squared_error: 1091.0087
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 193.8542 - mean_squared_error: 193.8542 - val_loss: 1303.1869 - val_mean_squared_error: 1303.1869
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 89.1723 - mean_squared_error: 89.1723 - val_loss: 1721.6244 - val_mean_squared_error: 1721.6244
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 69.5231 - mean_squared_error: 69.5231 - val_loss: 1798.1606 - val_mean_squared_error: 1798.1606
Epoch 5/25
81/81 [==============================] - 1s 8ms/step - loss: 51.4805 - mean_squared_error: 51.4805 - val_loss: 2045.4912 - val_mean_squared_error: 2045.4912
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 48.0228 - mean_squared_error: 48.0228 - val_loss: 2034.7899 - val_mean_squared_error: 2034.7899
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 49.3192 - mean_squared_error: 49.3192 - val_loss: 1994.3346 - val_mean_squared_error: 1994.3346
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 52.7785 - mean_squared_error: 52.7785 - val_loss: 2118.4758 - val_mean_squared_error: 2118.4758
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 52.4222 - mean_squared_error: 52.4222 - val_loss: 1956.4694 - val_mean_squared_error: 1956.4694
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 48.8914 - mean_squared_error: 48.8914 - val_loss: 2008.6228 - val_mean_squared_error: 2008.6228
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 41.5057 - mean_squared_error: 41.5057 - val_loss: 1964.9768 - val_mean_squared_error: 1964.9768
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 44.1613 - mean_squared_error: 44.1613 - val_loss: 1919.5581 - val_mean_squared_error: 1919.5581
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 45.9499 - mean_squared_error: 45.9499 - val_loss: 1820.9025 - val_mean_squared_error: 1820.9025
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 43.1887 - mean_squared_error: 43.1887 - val_loss: 1843.1615 - val_mean_squared_error: 1843.1615
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 42.6465 - mean_squared_error: 42.6465 - val_loss: 1685.9216 - val_mean_squared_error: 1685.9216
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 38.3942 - mean_squared_error: 38.3942 - val_loss: 1644.4031 - val_mean_squared_error: 1644.4031
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 43.2315 - mean_squared_error: 43.2315 - val_loss: 1717.5138 - val_mean_squared_error: 1717.5138
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 36.8305 - mean_squared_error: 36.8305 - val_loss: 1700.7770 - val_mean_squared_error: 1700.7770
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 41.4538 - mean_squared_error: 41.4538 - val_loss: 1639.4033 - val_mean_squared_error: 1639.4033
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 37.4761 - mean_squared_error: 37.4761 - val_loss: 1568.3085 - val_mean_squared_error: 1568.3085
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 38.2834 - mean_squared_error: 38.2834 - val_loss: 1593.0753 - val_mean_squared_error: 1593.0753
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 40.9867 - mean_squared_error: 40.9867 - val_loss: 1660.2185 - val_mean_squared_error: 1660.2185
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 41.3649 - mean_squared_error: 41.3649 - val_loss: 1737.2234 - val_mean_squared_error: 1737.2234
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 39.5288 - mean_squared_error: 39.5288 - val_loss: 1537.5483 - val_mean_squared_error: 1537.5482
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 42.5918 - mean_squared_error: 42.5918 - val_loss: 1487.3430 - val_mean_squared_error: 1487.3430
2022-12-09 11:58:40.978745: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.6737802  0.15281651 0.44309554 ... 0.         0.         0.        ]
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 ...
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(2577, 44)
(286, 44)
Epoch 1/25
2022-12-09 11:58:41.639193: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2376.4531 - mean_squared_error: 2376.4531
2022-12-09 11:58:46.661407: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2376.4531 - mean_squared_error: 2376.4531 - val_loss: 789.5138 - val_mean_squared_error: 789.5138
Epoch 2/25
81/81 [==============================] - 1s 15ms/step - loss: 172.1935 - mean_squared_error: 172.1935 - val_loss: 1251.5706 - val_mean_squared_error: 1251.5706
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 87.0511 - mean_squared_error: 87.0511 - val_loss: 1724.8077 - val_mean_squared_error: 1724.8077
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 66.3724 - mean_squared_error: 66.3724 - val_loss: 2249.3481 - val_mean_squared_error: 2249.3481
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 57.0166 - mean_squared_error: 57.0166 - val_loss: 2428.2195 - val_mean_squared_error: 2428.2195
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 53.2811 - mean_squared_error: 53.2811 - val_loss: 2383.9673 - val_mean_squared_error: 2383.9673
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 55.4860 - mean_squared_error: 55.4860 - val_loss: 2514.7932 - val_mean_squared_error: 2514.7932
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 46.6360 - mean_squared_error: 46.6360 - val_loss: 2489.4404 - val_mean_squared_error: 2489.4404
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 45.1999 - mean_squared_error: 45.1999 - val_loss: 2509.4988 - val_mean_squared_error: 2509.4988
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 53.6157 - mean_squared_error: 53.6157 - val_loss: 2425.8826 - val_mean_squared_error: 2425.8826
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 41.4848 - mean_squared_error: 41.4848 - val_loss: 2429.3279 - val_mean_squared_error: 2429.3279
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 41.9373 - mean_squared_error: 41.9373 - val_loss: 2428.0508 - val_mean_squared_error: 2428.0508
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 37.5818 - mean_squared_error: 37.5818 - val_loss: 2365.7522 - val_mean_squared_error: 2365.7522
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 44.8335 - mean_squared_error: 44.8335 - val_loss: 2288.1870 - val_mean_squared_error: 2288.1870
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 44.1133 - mean_squared_error: 44.1133 - val_loss: 2143.1697 - val_mean_squared_error: 2143.1697
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 44.5347 - mean_squared_error: 44.5347 - val_loss: 2397.4238 - val_mean_squared_error: 2397.4238
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 34.7491 - mean_squared_error: 34.7491 - val_loss: 2255.7048 - val_mean_squared_error: 2255.7048
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 44.1194 - mean_squared_error: 44.1194 - val_loss: 2348.9558 - val_mean_squared_error: 2348.9558
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 42.5111 - mean_squared_error: 42.5111 - val_loss: 2189.2405 - val_mean_squared_error: 2189.2405
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 41.0576 - mean_squared_error: 41.0576 - val_loss: 2172.9912 - val_mean_squared_error: 2172.9912
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 44.0100 - mean_squared_error: 44.0100 - val_loss: 2135.1294 - val_mean_squared_error: 2135.1294
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 41.0098 - mean_squared_error: 41.0098 - val_loss: 2043.5769 - val_mean_squared_error: 2043.5769
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 41.6532 - mean_squared_error: 41.6532 - val_loss: 2053.2053 - val_mean_squared_error: 2053.2053
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 38.6864 - mean_squared_error: 38.6864 - val_loss: 2129.5818 - val_mean_squared_error: 2129.5818
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 44.0624 - mean_squared_error: 44.0624 - val_loss: 1808.6545 - val_mean_squared_error: 1808.6545
2022-12-09 11:59:05.018319: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 ...
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 11:59:05.635834: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2359.4968 - mean_squared_error: 2359.4968
2022-12-09 11:59:10.293813: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 52ms/step - loss: 2359.4968 - mean_squared_error: 2359.4968 - val_loss: 871.9872 - val_mean_squared_error: 871.9872
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 96.8450 - mean_squared_error: 96.8450 - val_loss: 1003.3203 - val_mean_squared_error: 1003.3203
Epoch 3/25
81/81 [==============================] - 1s 16ms/step - loss: 48.3023 - mean_squared_error: 48.3023 - val_loss: 1994.5826 - val_mean_squared_error: 1994.5826
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 47.4416 - mean_squared_error: 47.4416 - val_loss: 2586.1912 - val_mean_squared_error: 2586.1912
Epoch 5/25
81/81 [==============================] - 1s 15ms/step - loss: 50.1211 - mean_squared_error: 50.1211 - val_loss: 2775.2771 - val_mean_squared_error: 2775.2771
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 38.7079 - mean_squared_error: 38.7079 - val_loss: 2814.1536 - val_mean_squared_error: 2814.1536
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 42.3375 - mean_squared_error: 42.3375 - val_loss: 2790.2219 - val_mean_squared_error: 2790.2217
Epoch 8/25
81/81 [==============================] - 1s 12ms/step - loss: 39.7529 - mean_squared_error: 39.7529 - val_loss: 2812.8381 - val_mean_squared_error: 2812.8381
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 41.1071 - mean_squared_error: 41.1071 - val_loss: 2810.3142 - val_mean_squared_error: 2810.3142
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 40.9092 - mean_squared_error: 40.9092 - val_loss: 2930.9150 - val_mean_squared_error: 2930.9150
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 47.1414 - mean_squared_error: 47.1414 - val_loss: 2796.1560 - val_mean_squared_error: 2796.1560
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 55.2660 - mean_squared_error: 55.2660 - val_loss: 2911.2827 - val_mean_squared_error: 2911.2827
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 41.1476 - mean_squared_error: 41.1476 - val_loss: 2816.0967 - val_mean_squared_error: 2816.0967
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 39.0760 - mean_squared_error: 39.0760 - val_loss: 2865.7588 - val_mean_squared_error: 2865.7588
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 41.5425 - mean_squared_error: 41.5425 - val_loss: 2724.1646 - val_mean_squared_error: 2724.1643
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 40.5523 - mean_squared_error: 40.5523 - val_loss: 2816.8518 - val_mean_squared_error: 2816.8518
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 39.4217 - mean_squared_error: 39.4217 - val_loss: 2768.7471 - val_mean_squared_error: 2768.7471
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 41.6109 - mean_squared_error: 41.6109 - val_loss: 2687.9072 - val_mean_squared_error: 2687.9072
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 41.1193 - mean_squared_error: 41.1193 - val_loss: 2749.6575 - val_mean_squared_error: 2749.6575
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 41.1088 - mean_squared_error: 41.1088 - val_loss: 2727.0737 - val_mean_squared_error: 2727.0737
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 51.7314 - mean_squared_error: 51.7314 - val_loss: 2754.8699 - val_mean_squared_error: 2754.8699
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 43.8907 - mean_squared_error: 43.8907 - val_loss: 2724.7888 - val_mean_squared_error: 2724.7888
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 43.1834 - mean_squared_error: 43.1834 - val_loss: 2690.0332 - val_mean_squared_error: 2690.0332
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 41.5530 - mean_squared_error: 41.5530 - val_loss: 2595.8359 - val_mean_squared_error: 2595.8359
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 46.4933 - mean_squared_error: 46.4933 - val_loss: 2605.8948 - val_mean_squared_error: 2605.8945
2022-12-09 11:59:29.972699: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0006634403273121563
Generation:  25
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 ...
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(2577, 44)
(286, 44)
Epoch 1/25
2022-12-09 11:59:30.576365: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2433.4214 - mean_squared_error: 2433.4214
2022-12-09 11:59:35.249729: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 50ms/step - loss: 2433.4214 - mean_squared_error: 2433.4214 - val_loss: 1047.8193 - val_mean_squared_error: 1047.8193
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 192.7078 - mean_squared_error: 192.7078 - val_loss: 1400.9823 - val_mean_squared_error: 1400.9823
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 94.5210 - mean_squared_error: 94.5210 - val_loss: 2085.5669 - val_mean_squared_error: 2085.5669
Epoch 4/25
81/81 [==============================] - 1s 16ms/step - loss: 63.0653 - mean_squared_error: 63.0653 - val_loss: 2372.5757 - val_mean_squared_error: 2372.5757
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 54.2336 - mean_squared_error: 54.2336 - val_loss: 2779.6108 - val_mean_squared_error: 2779.6108
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 43.5282 - mean_squared_error: 43.5282 - val_loss: 2843.5059 - val_mean_squared_error: 2843.5059
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 45.4650 - mean_squared_error: 45.4650 - val_loss: 2922.7146 - val_mean_squared_error: 2922.7146
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 44.6714 - mean_squared_error: 44.6714 - val_loss: 2892.6687 - val_mean_squared_error: 2892.6687
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 46.0651 - mean_squared_error: 46.0651 - val_loss: 2906.7136 - val_mean_squared_error: 2906.7136
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 48.9015 - mean_squared_error: 48.9015 - val_loss: 2923.3289 - val_mean_squared_error: 2923.3286
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 41.9671 - mean_squared_error: 41.9671 - val_loss: 2954.6436 - val_mean_squared_error: 2954.6436
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 41.2449 - mean_squared_error: 41.2449 - val_loss: 2838.9602 - val_mean_squared_error: 2838.9602
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 46.7242 - mean_squared_error: 46.7242 - val_loss: 2865.7800 - val_mean_squared_error: 2865.7800
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 48.9277 - mean_squared_error: 48.9277 - val_loss: 2852.5642 - val_mean_squared_error: 2852.5642
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 40.7585 - mean_squared_error: 40.7585 - val_loss: 2817.5085 - val_mean_squared_error: 2817.5085
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 41.6353 - mean_squared_error: 41.6353 - val_loss: 2820.8723 - val_mean_squared_error: 2820.8723
Epoch 17/25
81/81 [==============================] - 1s 10ms/step - loss: 41.6805 - mean_squared_error: 41.6805 - val_loss: 2815.2473 - val_mean_squared_error: 2815.2473
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 46.0781 - mean_squared_error: 46.0781 - val_loss: 2788.6270 - val_mean_squared_error: 2788.6270
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 37.2457 - mean_squared_error: 37.2457 - val_loss: 2705.4875 - val_mean_squared_error: 2705.4875
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 41.6315 - mean_squared_error: 41.6315 - val_loss: 2624.8982 - val_mean_squared_error: 2624.8982
Epoch 21/25
81/81 [==============================] - 1s 17ms/step - loss: 43.4693 - mean_squared_error: 43.4693 - val_loss: 2666.4524 - val_mean_squared_error: 2666.4524
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 43.3509 - mean_squared_error: 43.3509 - val_loss: 2704.4343 - val_mean_squared_error: 2704.4343
Epoch 23/25
81/81 [==============================] - 1s 11ms/step - loss: 40.3050 - mean_squared_error: 40.3050 - val_loss: 2634.7786 - val_mean_squared_error: 2634.7786
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 34.6279 - mean_squared_error: 34.6279 - val_loss: 2652.1641 - val_mean_squared_error: 2652.1641
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 41.8881 - mean_squared_error: 41.8881 - val_loss: 2572.2534 - val_mean_squared_error: 2572.2534
2022-12-09 11:59:54.679895: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 ...
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(2577, 47)
(286, 47)
Epoch 1/25
2022-12-09 11:59:55.408382: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2405.9819 - mean_squared_error: 2405.9819
2022-12-09 12:00:01.013286: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2405.9819 - mean_squared_error: 2405.9819 - val_loss: 1186.2406 - val_mean_squared_error: 1186.2406
Epoch 2/25
81/81 [==============================] - 1s 9ms/step - loss: 123.3496 - mean_squared_error: 123.3496 - val_loss: 1269.8033 - val_mean_squared_error: 1269.8033
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 68.0762 - mean_squared_error: 68.0762 - val_loss: 1777.8308 - val_mean_squared_error: 1777.8308
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 49.4357 - mean_squared_error: 49.4357 - val_loss: 2321.3596 - val_mean_squared_error: 2321.3596
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 43.1369 - mean_squared_error: 43.1369 - val_loss: 2479.3267 - val_mean_squared_error: 2479.3267
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 46.9149 - mean_squared_error: 46.9149 - val_loss: 2525.9690 - val_mean_squared_error: 2525.9690
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 48.4372 - mean_squared_error: 48.4372 - val_loss: 2512.5542 - val_mean_squared_error: 2512.5542
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 54.4975 - mean_squared_error: 54.4975 - val_loss: 2434.1023 - val_mean_squared_error: 2434.1023
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 44.6185 - mean_squared_error: 44.6185 - val_loss: 2402.5437 - val_mean_squared_error: 2402.5437
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 48.4415 - mean_squared_error: 48.4415 - val_loss: 2302.5049 - val_mean_squared_error: 2302.5049
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 41.6190 - mean_squared_error: 41.6190 - val_loss: 2377.2822 - val_mean_squared_error: 2377.2822
Epoch 12/25
81/81 [==============================] - 1s 11ms/step - loss: 39.0596 - mean_squared_error: 39.0596 - val_loss: 2281.6375 - val_mean_squared_error: 2281.6375
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 43.4779 - mean_squared_error: 43.4779 - val_loss: 2214.0603 - val_mean_squared_error: 2214.0603
Epoch 14/25
81/81 [==============================] - 1s 15ms/step - loss: 40.8493 - mean_squared_error: 40.8493 - val_loss: 2245.3594 - val_mean_squared_error: 2245.3594
Epoch 15/25
81/81 [==============================] - 1s 12ms/step - loss: 45.6635 - mean_squared_error: 45.6635 - val_loss: 1888.5507 - val_mean_squared_error: 1888.5507
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 40.3064 - mean_squared_error: 40.3064 - val_loss: 2013.3418 - val_mean_squared_error: 2013.3418
Epoch 17/25
81/81 [==============================] - 1s 10ms/step - loss: 44.5037 - mean_squared_error: 44.5037 - val_loss: 2054.6113 - val_mean_squared_error: 2054.6113
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 38.3038 - mean_squared_error: 38.3038 - val_loss: 2059.3699 - val_mean_squared_error: 2059.3699
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 40.8523 - mean_squared_error: 40.8523 - val_loss: 1893.0293 - val_mean_squared_error: 1893.0293
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 43.5688 - mean_squared_error: 43.5688 - val_loss: 1938.2985 - val_mean_squared_error: 1938.2985
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 44.2340 - mean_squared_error: 44.2340 - val_loss: 2145.6299 - val_mean_squared_error: 2145.6299
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 36.9075 - mean_squared_error: 36.9075 - val_loss: 1952.1305 - val_mean_squared_error: 1952.1305
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 33.2320 - mean_squared_error: 33.2320 - val_loss: 1974.0520 - val_mean_squared_error: 1974.0520
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 39.1407 - mean_squared_error: 39.1407 - val_loss: 1795.1543 - val_mean_squared_error: 1795.1543
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 41.1056 - mean_squared_error: 41.1056 - val_loss: 1922.1029 - val_mean_squared_error: 1922.1029
2022-12-09 12:00:20.546204: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 ...
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 12:00:21.158509: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2366.0068 - mean_squared_error: 2366.0068
2022-12-09 12:00:25.923745: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 51ms/step - loss: 2366.0068 - mean_squared_error: 2366.0068 - val_loss: 1178.0044 - val_mean_squared_error: 1178.0044
Epoch 2/25
81/81 [==============================] - 1s 19ms/step - loss: 199.0070 - mean_squared_error: 199.0070 - val_loss: 1500.1941 - val_mean_squared_error: 1500.1941
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 98.3920 - mean_squared_error: 98.3920 - val_loss: 1899.9431 - val_mean_squared_error: 1899.9431
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 65.9889 - mean_squared_error: 65.9889 - val_loss: 2101.0933 - val_mean_squared_error: 2101.0933
Epoch 5/25
81/81 [==============================] - 1s 14ms/step - loss: 59.9171 - mean_squared_error: 59.9171 - val_loss: 2361.6797 - val_mean_squared_error: 2361.6797
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 49.1996 - mean_squared_error: 49.1996 - val_loss: 2407.6274 - val_mean_squared_error: 2407.6274
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 56.9185 - mean_squared_error: 56.9185 - val_loss: 2480.9255 - val_mean_squared_error: 2480.9255
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 44.0055 - mean_squared_error: 44.0055 - val_loss: 2475.3259 - val_mean_squared_error: 2475.3259
Epoch 9/25
81/81 [==============================] - 1s 16ms/step - loss: 49.7932 - mean_squared_error: 49.7932 - val_loss: 2638.7896 - val_mean_squared_error: 2638.7896
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 41.9745 - mean_squared_error: 41.9745 - val_loss: 2467.7524 - val_mean_squared_error: 2467.7524
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 47.0665 - mean_squared_error: 47.0665 - val_loss: 2306.9719 - val_mean_squared_error: 2306.9719
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 46.3830 - mean_squared_error: 46.3830 - val_loss: 2481.1838 - val_mean_squared_error: 2481.1838
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 42.0122 - mean_squared_error: 42.0122 - val_loss: 2573.1621 - val_mean_squared_error: 2573.1621
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 43.6167 - mean_squared_error: 43.6167 - val_loss: 2477.9121 - val_mean_squared_error: 2477.9121
Epoch 15/25
81/81 [==============================] - 1s 10ms/step - loss: 36.3297 - mean_squared_error: 36.3297 - val_loss: 2470.5417 - val_mean_squared_error: 2470.5417
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 41.7644 - mean_squared_error: 41.7644 - val_loss: 2332.8354 - val_mean_squared_error: 2332.8354
Epoch 17/25
81/81 [==============================] - 1s 10ms/step - loss: 45.2520 - mean_squared_error: 45.2520 - val_loss: 2289.4651 - val_mean_squared_error: 2289.4651
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 41.5417 - mean_squared_error: 41.5417 - val_loss: 2388.5835 - val_mean_squared_error: 2388.5835
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 38.9707 - mean_squared_error: 38.9707 - val_loss: 2491.0723 - val_mean_squared_error: 2491.0723
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 43.0470 - mean_squared_error: 43.0470 - val_loss: 2174.7256 - val_mean_squared_error: 2174.7256
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 44.0076 - mean_squared_error: 44.0076 - val_loss: 2215.8030 - val_mean_squared_error: 2215.8030
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 40.9832 - mean_squared_error: 40.9832 - val_loss: 2188.4558 - val_mean_squared_error: 2188.4558
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 39.6875 - mean_squared_error: 39.6875 - val_loss: 2151.2527 - val_mean_squared_error: 2151.2527
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 36.0435 - mean_squared_error: 36.0435 - val_loss: 2200.2427 - val_mean_squared_error: 2200.2427
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 36.0306 - mean_squared_error: 36.0306 - val_loss: 2144.7051 - val_mean_squared_error: 2144.7051
2022-12-09 12:00:46.074777: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 44)
(286, 44)
Epoch 1/25
2022-12-09 12:00:46.802616: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2391.7554 - mean_squared_error: 2391.7554
2022-12-09 12:00:51.982566: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2391.7554 - mean_squared_error: 2391.7554 - val_loss: 762.5327 - val_mean_squared_error: 762.5326
Epoch 2/25
81/81 [==============================] - 1s 9ms/step - loss: 178.4656 - mean_squared_error: 178.4656 - val_loss: 1572.9430 - val_mean_squared_error: 1572.9430
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 89.8730 - mean_squared_error: 89.8730 - val_loss: 2121.1489 - val_mean_squared_error: 2121.1489
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 68.2295 - mean_squared_error: 68.2295 - val_loss: 2397.0271 - val_mean_squared_error: 2397.0271
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 61.2104 - mean_squared_error: 61.2104 - val_loss: 2550.2383 - val_mean_squared_error: 2550.2383
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 51.9432 - mean_squared_error: 51.9432 - val_loss: 2679.9968 - val_mean_squared_error: 2679.9968
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 58.6446 - mean_squared_error: 58.6446 - val_loss: 2714.7058 - val_mean_squared_error: 2714.7058
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 42.1781 - mean_squared_error: 42.1781 - val_loss: 2701.8477 - val_mean_squared_error: 2701.8477
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 47.6207 - mean_squared_error: 47.6207 - val_loss: 2759.3083 - val_mean_squared_error: 2759.3083
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 45.0346 - mean_squared_error: 45.0346 - val_loss: 2672.8315 - val_mean_squared_error: 2672.8313
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 43.2887 - mean_squared_error: 43.2887 - val_loss: 2637.0476 - val_mean_squared_error: 2637.0474
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 44.2980 - mean_squared_error: 44.2980 - val_loss: 2744.9968 - val_mean_squared_error: 2744.9968
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 43.5378 - mean_squared_error: 43.5378 - val_loss: 2726.9060 - val_mean_squared_error: 2726.9060
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 43.3394 - mean_squared_error: 43.3394 - val_loss: 2485.2466 - val_mean_squared_error: 2485.2466
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 33.7896 - mean_squared_error: 33.7896 - val_loss: 2643.0715 - val_mean_squared_error: 2643.0715
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 43.9788 - mean_squared_error: 43.9788 - val_loss: 2598.1443 - val_mean_squared_error: 2598.1443
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 41.1385 - mean_squared_error: 41.1385 - val_loss: 2523.6116 - val_mean_squared_error: 2523.6116
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 35.8963 - mean_squared_error: 35.8963 - val_loss: 2379.2974 - val_mean_squared_error: 2379.2974
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 41.0789 - mean_squared_error: 41.0789 - val_loss: 2372.3296 - val_mean_squared_error: 2372.3296
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 34.6732 - mean_squared_error: 34.6732 - val_loss: 2365.9067 - val_mean_squared_error: 2365.9067
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 43.8160 - mean_squared_error: 43.8160 - val_loss: 2305.1343 - val_mean_squared_error: 2305.1343
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 36.9397 - mean_squared_error: 36.9397 - val_loss: 2264.9258 - val_mean_squared_error: 2264.9258
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 47.4922 - mean_squared_error: 47.4922 - val_loss: 2232.5735 - val_mean_squared_error: 2232.5735
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 43.9433 - mean_squared_error: 43.9433 - val_loss: 2092.1919 - val_mean_squared_error: 2092.1919
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 41.5434 - mean_squared_error: 41.5434 - val_loss: 2138.8801 - val_mean_squared_error: 2138.8801
2022-12-09 12:01:09.695267: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 12:01:10.350862: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2453.0457 - mean_squared_error: 2453.0457
2022-12-09 12:01:15.865246: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2453.0457 - mean_squared_error: 2453.0457 - val_loss: 871.2241 - val_mean_squared_error: 871.2241
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 138.0847 - mean_squared_error: 138.0847 - val_loss: 1190.5454 - val_mean_squared_error: 1190.5454
Epoch 3/25
81/81 [==============================] - 1s 16ms/step - loss: 67.7576 - mean_squared_error: 67.7576 - val_loss: 1543.8503 - val_mean_squared_error: 1543.8503
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 59.0588 - mean_squared_error: 59.0588 - val_loss: 1948.9668 - val_mean_squared_error: 1948.9668
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 46.3428 - mean_squared_error: 46.3428 - val_loss: 2448.8035 - val_mean_squared_error: 2448.8035
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 46.5237 - mean_squared_error: 46.5237 - val_loss: 2527.6104 - val_mean_squared_error: 2527.6104
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 43.2356 - mean_squared_error: 43.2356 - val_loss: 2505.8918 - val_mean_squared_error: 2505.8918
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 46.2903 - mean_squared_error: 46.2903 - val_loss: 2458.8013 - val_mean_squared_error: 2458.8013
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 42.4011 - mean_squared_error: 42.4011 - val_loss: 2437.7537 - val_mean_squared_error: 2437.7537
Epoch 10/25
81/81 [==============================] - 1s 13ms/step - loss: 37.5375 - mean_squared_error: 37.5375 - val_loss: 2424.6133 - val_mean_squared_error: 2424.6133
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 36.8509 - mean_squared_error: 36.8509 - val_loss: 2422.4382 - val_mean_squared_error: 2422.4382
Epoch 12/25
81/81 [==============================] - 1s 14ms/step - loss: 36.4667 - mean_squared_error: 36.4667 - val_loss: 2516.4065 - val_mean_squared_error: 2516.4065
Epoch 13/25
81/81 [==============================] - 1s 13ms/step - loss: 43.6378 - mean_squared_error: 43.6378 - val_loss: 2453.3220 - val_mean_squared_error: 2453.3220
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 43.0715 - mean_squared_error: 43.0715 - val_loss: 2483.9653 - val_mean_squared_error: 2483.9653
Epoch 15/25
81/81 [==============================] - 1s 10ms/step - loss: 42.3503 - mean_squared_error: 42.3503 - val_loss: 2541.5947 - val_mean_squared_error: 2541.5947
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 36.2474 - mean_squared_error: 36.2474 - val_loss: 2354.6614 - val_mean_squared_error: 2354.6611
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 47.0655 - mean_squared_error: 47.0655 - val_loss: 2244.1838 - val_mean_squared_error: 2244.1838
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 32.2391 - mean_squared_error: 32.2391 - val_loss: 2283.5168 - val_mean_squared_error: 2283.5168
Epoch 19/25
81/81 [==============================] - 1s 10ms/step - loss: 35.9852 - mean_squared_error: 35.9852 - val_loss: 2260.0911 - val_mean_squared_error: 2260.0911
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 37.9725 - mean_squared_error: 37.9725 - val_loss: 2140.1340 - val_mean_squared_error: 2140.1340
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 40.2974 - mean_squared_error: 40.2974 - val_loss: 2347.7368 - val_mean_squared_error: 2347.7368
Epoch 22/25
81/81 [==============================] - 1s 10ms/step - loss: 33.9441 - mean_squared_error: 33.9441 - val_loss: 2245.2258 - val_mean_squared_error: 2245.2258
Epoch 23/25
81/81 [==============================] - 1s 14ms/step - loss: 40.1570 - mean_squared_error: 40.1570 - val_loss: 2333.0308 - val_mean_squared_error: 2333.0308
Epoch 24/25
81/81 [==============================] - 1s 15ms/step - loss: 40.9828 - mean_squared_error: 40.9828 - val_loss: 2142.1897 - val_mean_squared_error: 2142.1897
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 42.9908 - mean_squared_error: 42.9908 - val_loss: 2168.5110 - val_mean_squared_error: 2168.5110
2022-12-09 12:01:37.717255: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0005161007403022281
Generation:  26
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(2577, 47)
(286, 47)
Epoch 1/25
2022-12-09 12:01:38.588595: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2431.1335 - mean_squared_error: 2431.1335
2022-12-09 12:01:43.528697: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 53ms/step - loss: 2431.1335 - mean_squared_error: 2431.1335 - val_loss: 1108.2906 - val_mean_squared_error: 1108.2906
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 125.2337 - mean_squared_error: 125.2337 - val_loss: 1323.0576 - val_mean_squared_error: 1323.0576
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 63.1678 - mean_squared_error: 63.1678 - val_loss: 1977.2690 - val_mean_squared_error: 1977.2690
Epoch 4/25
81/81 [==============================] - 1s 15ms/step - loss: 48.5401 - mean_squared_error: 48.5401 - val_loss: 2417.2959 - val_mean_squared_error: 2417.2959
Epoch 5/25
81/81 [==============================] - 1s 8ms/step - loss: 46.9957 - mean_squared_error: 46.9957 - val_loss: 2563.3870 - val_mean_squared_error: 2563.3870
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 46.3951 - mean_squared_error: 46.3951 - val_loss: 2493.1375 - val_mean_squared_error: 2493.1375
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 49.1551 - mean_squared_error: 49.1551 - val_loss: 2419.9727 - val_mean_squared_error: 2419.9727
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 48.1362 - mean_squared_error: 48.1362 - val_loss: 2422.7683 - val_mean_squared_error: 2422.7683
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 45.5677 - mean_squared_error: 45.5677 - val_loss: 2365.5334 - val_mean_squared_error: 2365.5334
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 37.9711 - mean_squared_error: 37.9711 - val_loss: 2290.2175 - val_mean_squared_error: 2290.2175
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 44.4594 - mean_squared_error: 44.4594 - val_loss: 2441.2737 - val_mean_squared_error: 2441.2737
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 43.2752 - mean_squared_error: 43.2752 - val_loss: 2277.6299 - val_mean_squared_error: 2277.6299
Epoch 13/25
81/81 [==============================] - 1s 15ms/step - loss: 53.3306 - mean_squared_error: 53.3306 - val_loss: 2244.4324 - val_mean_squared_error: 2244.4324
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 42.8312 - mean_squared_error: 42.8312 - val_loss: 2146.9875 - val_mean_squared_error: 2146.9875
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 41.7221 - mean_squared_error: 41.7221 - val_loss: 2125.8694 - val_mean_squared_error: 2125.8694
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 44.7692 - mean_squared_error: 44.7692 - val_loss: 1976.3560 - val_mean_squared_error: 1976.3560
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 39.3424 - mean_squared_error: 39.3424 - val_loss: 1923.9464 - val_mean_squared_error: 1923.9464
Epoch 18/25
81/81 [==============================] - 1s 10ms/step - loss: 37.4967 - mean_squared_error: 37.4967 - val_loss: 2015.1665 - val_mean_squared_error: 2015.1665
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0758 - mean_squared_error: 37.0758 - val_loss: 1954.8844 - val_mean_squared_error: 1954.8844
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 40.6287 - mean_squared_error: 40.6287 - val_loss: 1833.8730 - val_mean_squared_error: 1833.8728
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 37.2089 - mean_squared_error: 37.2089 - val_loss: 1917.0782 - val_mean_squared_error: 1917.0782
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 40.5203 - mean_squared_error: 40.5203 - val_loss: 1922.4762 - val_mean_squared_error: 1922.4762
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 36.8936 - mean_squared_error: 36.8936 - val_loss: 1772.3894 - val_mean_squared_error: 1772.3894
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 45.7106 - mean_squared_error: 45.7106 - val_loss: 1607.0079 - val_mean_squared_error: 1607.0079
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 45.6612 - mean_squared_error: 45.6612 - val_loss: 1523.0725 - val_mean_squared_error: 1523.0725
2022-12-09 12:02:02.322478: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 44)
(286, 44)
Epoch 1/25
2022-12-09 12:02:02.967399: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2360.4133 - mean_squared_error: 2360.4133
2022-12-09 12:02:07.802390: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 54ms/step - loss: 2360.4133 - mean_squared_error: 2360.4133 - val_loss: 1025.8431 - val_mean_squared_error: 1025.8431
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 157.2036 - mean_squared_error: 157.2036 - val_loss: 1610.3873 - val_mean_squared_error: 1610.3872
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 83.4942 - mean_squared_error: 83.4942 - val_loss: 2275.1855 - val_mean_squared_error: 2275.1855
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 68.4593 - mean_squared_error: 68.4593 - val_loss: 2760.2285 - val_mean_squared_error: 2760.2285
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 57.4392 - mean_squared_error: 57.4392 - val_loss: 2881.7324 - val_mean_squared_error: 2881.7324
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 49.8932 - mean_squared_error: 49.8932 - val_loss: 2862.5129 - val_mean_squared_error: 2862.5129
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 53.1437 - mean_squared_error: 53.1437 - val_loss: 2954.2141 - val_mean_squared_error: 2954.2141
Epoch 8/25
81/81 [==============================] - 1s 14ms/step - loss: 51.5327 - mean_squared_error: 51.5327 - val_loss: 2944.7412 - val_mean_squared_error: 2944.7412
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 46.9317 - mean_squared_error: 46.9317 - val_loss: 2985.9861 - val_mean_squared_error: 2985.9861
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 42.1567 - mean_squared_error: 42.1567 - val_loss: 2958.2505 - val_mean_squared_error: 2958.2505
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 43.0242 - mean_squared_error: 43.0242 - val_loss: 2957.1272 - val_mean_squared_error: 2957.1272
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 42.3633 - mean_squared_error: 42.3633 - val_loss: 2968.8623 - val_mean_squared_error: 2968.8623
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 41.6363 - mean_squared_error: 41.6363 - val_loss: 2980.1133 - val_mean_squared_error: 2980.1133
Epoch 14/25
81/81 [==============================] - 1s 13ms/step - loss: 39.6351 - mean_squared_error: 39.6351 - val_loss: 2927.7375 - val_mean_squared_error: 2927.7375
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 42.4808 - mean_squared_error: 42.4808 - val_loss: 2951.9690 - val_mean_squared_error: 2951.9690
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 42.9543 - mean_squared_error: 42.9543 - val_loss: 2930.7515 - val_mean_squared_error: 2930.7515
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 45.6725 - mean_squared_error: 45.6725 - val_loss: 2912.7546 - val_mean_squared_error: 2912.7546
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 43.0361 - mean_squared_error: 43.0361 - val_loss: 2885.2510 - val_mean_squared_error: 2885.2510
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 42.1700 - mean_squared_error: 42.1700 - val_loss: 2916.2444 - val_mean_squared_error: 2916.2441
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 44.7758 - mean_squared_error: 44.7758 - val_loss: 2831.2446 - val_mean_squared_error: 2831.2446
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 41.9514 - mean_squared_error: 41.9514 - val_loss: 2818.7131 - val_mean_squared_error: 2818.7131
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 34.1906 - mean_squared_error: 34.1906 - val_loss: 2845.8533 - val_mean_squared_error: 2845.8530
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 39.8219 - mean_squared_error: 39.8219 - val_loss: 2875.9116 - val_mean_squared_error: 2875.9116
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 36.5212 - mean_squared_error: 36.5212 - val_loss: 2880.9463 - val_mean_squared_error: 2880.9463
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 45.7600 - mean_squared_error: 45.7600 - val_loss: 2898.4622 - val_mean_squared_error: 2898.4622
2022-12-09 12:02:26.486796: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 12:02:27.198825: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2409.4148 - mean_squared_error: 2409.4148
2022-12-09 12:02:32.347028: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2409.4148 - mean_squared_error: 2409.4148 - val_loss: 1111.0938 - val_mean_squared_error: 1111.0938
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 199.5440 - mean_squared_error: 199.5440 - val_loss: 1568.1111 - val_mean_squared_error: 1568.1111
Epoch 3/25
81/81 [==============================] - 2s 19ms/step - loss: 91.3983 - mean_squared_error: 91.3983 - val_loss: 1685.1313 - val_mean_squared_error: 1685.1313
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 63.7231 - mean_squared_error: 63.7231 - val_loss: 1672.4187 - val_mean_squared_error: 1672.4187
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 53.6242 - mean_squared_error: 53.6242 - val_loss: 1828.8074 - val_mean_squared_error: 1828.8073
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 52.1924 - mean_squared_error: 52.1924 - val_loss: 2014.5033 - val_mean_squared_error: 2014.5033
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 50.7971 - mean_squared_error: 50.7971 - val_loss: 2083.8655 - val_mean_squared_error: 2083.8655
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 44.8124 - mean_squared_error: 44.8124 - val_loss: 2048.4712 - val_mean_squared_error: 2048.4712
Epoch 9/25
81/81 [==============================] - 1s 15ms/step - loss: 46.5790 - mean_squared_error: 46.5790 - val_loss: 2064.4688 - val_mean_squared_error: 2064.4688
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 42.4058 - mean_squared_error: 42.4058 - val_loss: 2024.7094 - val_mean_squared_error: 2024.7094
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 45.4057 - mean_squared_error: 45.4057 - val_loss: 1859.6691 - val_mean_squared_error: 1859.6691
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 50.1542 - mean_squared_error: 50.1542 - val_loss: 1984.2279 - val_mean_squared_error: 1984.2279
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 41.7119 - mean_squared_error: 41.7119 - val_loss: 1983.0699 - val_mean_squared_error: 1983.0699
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 38.8813 - mean_squared_error: 38.8813 - val_loss: 2002.4138 - val_mean_squared_error: 2002.4138
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 36.9517 - mean_squared_error: 36.9517 - val_loss: 1715.7954 - val_mean_squared_error: 1715.7954
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 41.2459 - mean_squared_error: 41.2459 - val_loss: 2018.9467 - val_mean_squared_error: 2018.9467
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 40.3118 - mean_squared_error: 40.3118 - val_loss: 1578.1118 - val_mean_squared_error: 1578.1118
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 45.6452 - mean_squared_error: 45.6452 - val_loss: 1559.4066 - val_mean_squared_error: 1559.4066
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 36.7662 - mean_squared_error: 36.7662 - val_loss: 1684.0542 - val_mean_squared_error: 1684.0542
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 45.1244 - mean_squared_error: 45.1244 - val_loss: 1799.1127 - val_mean_squared_error: 1799.1127
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 38.8721 - mean_squared_error: 38.8721 - val_loss: 1633.5120 - val_mean_squared_error: 1633.5120
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 44.9891 - mean_squared_error: 44.9891 - val_loss: 1678.0487 - val_mean_squared_error: 1678.0487
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 39.6143 - mean_squared_error: 39.6143 - val_loss: 1604.6022 - val_mean_squared_error: 1604.6022
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 42.7981 - mean_squared_error: 42.7981 - val_loss: 1699.7931 - val_mean_squared_error: 1699.7931
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 39.0384 - mean_squared_error: 39.0384 - val_loss: 1399.3650 - val_mean_squared_error: 1399.3650
2022-12-09 12:02:51.167546: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 12:02:51.817934: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2462.7708 - mean_squared_error: 2462.7708
2022-12-09 12:02:56.771876: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 53ms/step - loss: 2462.7708 - mean_squared_error: 2462.7708 - val_loss: 1072.3322 - val_mean_squared_error: 1072.3322
Epoch 2/25
81/81 [==============================] - 2s 23ms/step - loss: 148.0734 - mean_squared_error: 148.0734 - val_loss: 1260.3568 - val_mean_squared_error: 1260.3568
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 62.8906 - mean_squared_error: 62.8906 - val_loss: 1452.2235 - val_mean_squared_error: 1452.2235
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 51.1216 - mean_squared_error: 51.1216 - val_loss: 1938.8669 - val_mean_squared_error: 1938.8667
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 46.7126 - mean_squared_error: 46.7126 - val_loss: 2158.0986 - val_mean_squared_error: 2158.0986
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 48.6265 - mean_squared_error: 48.6265 - val_loss: 2163.9187 - val_mean_squared_error: 2163.9187
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 46.5174 - mean_squared_error: 46.5174 - val_loss: 2164.4980 - val_mean_squared_error: 2164.4980
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 41.2783 - mean_squared_error: 41.2783 - val_loss: 2058.1426 - val_mean_squared_error: 2058.1426
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 40.3071 - mean_squared_error: 40.3071 - val_loss: 2141.7383 - val_mean_squared_error: 2141.7383
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 46.8708 - mean_squared_error: 46.8708 - val_loss: 2160.4561 - val_mean_squared_error: 2160.4561
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 47.1269 - mean_squared_error: 47.1269 - val_loss: 2140.2954 - val_mean_squared_error: 2140.2954
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 41.5394 - mean_squared_error: 41.5394 - val_loss: 2076.4351 - val_mean_squared_error: 2076.4351
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 35.2882 - mean_squared_error: 35.2882 - val_loss: 2075.0549 - val_mean_squared_error: 2075.0549
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 46.1893 - mean_squared_error: 46.1893 - val_loss: 2025.4572 - val_mean_squared_error: 2025.4572
Epoch 15/25
81/81 [==============================] - 1s 10ms/step - loss: 33.3151 - mean_squared_error: 33.3151 - val_loss: 1947.2472 - val_mean_squared_error: 1947.2472
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 37.4289 - mean_squared_error: 37.4289 - val_loss: 1921.2262 - val_mean_squared_error: 1921.2262
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 39.5635 - mean_squared_error: 39.5635 - val_loss: 1869.9425 - val_mean_squared_error: 1869.9425
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 36.3194 - mean_squared_error: 36.3194 - val_loss: 1779.5920 - val_mean_squared_error: 1779.5920
Epoch 19/25
81/81 [==============================] - 1s 11ms/step - loss: 40.1190 - mean_squared_error: 40.1190 - val_loss: 1804.3832 - val_mean_squared_error: 1804.3832
Epoch 20/25
81/81 [==============================] - 1s 10ms/step - loss: 32.9105 - mean_squared_error: 32.9105 - val_loss: 1874.2921 - val_mean_squared_error: 1874.2921
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 33.8167 - mean_squared_error: 33.8167 - val_loss: 1760.3129 - val_mean_squared_error: 1760.3129
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 31.7312 - mean_squared_error: 31.7312 - val_loss: 1745.3762 - val_mean_squared_error: 1745.3762
Epoch 23/25
81/81 [==============================] - 1s 11ms/step - loss: 40.7019 - mean_squared_error: 40.7019 - val_loss: 1916.7467 - val_mean_squared_error: 1916.7467
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 44.4629 - mean_squared_error: 44.4629 - val_loss: 1821.1274 - val_mean_squared_error: 1821.1274
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 35.6631 - mean_squared_error: 35.6631 - val_loss: 1679.7410 - val_mean_squared_error: 1679.7410
2022-12-09 12:03:17.616435: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 12:03:18.552508: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2422.4692 - mean_squared_error: 2422.4692
2022-12-09 12:03:24.241820: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 59ms/step - loss: 2422.4692 - mean_squared_error: 2422.4692 - val_loss: 930.0598 - val_mean_squared_error: 930.0596
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 131.2525 - mean_squared_error: 131.2525 - val_loss: 1127.8052 - val_mean_squared_error: 1127.8052
Epoch 3/25
81/81 [==============================] - 1s 14ms/step - loss: 58.6414 - mean_squared_error: 58.6414 - val_loss: 1950.3701 - val_mean_squared_error: 1950.3701
Epoch 4/25
81/81 [==============================] - 1s 16ms/step - loss: 52.9061 - mean_squared_error: 52.9061 - val_loss: 2405.6174 - val_mean_squared_error: 2405.6174
Epoch 5/25
81/81 [==============================] - 1s 13ms/step - loss: 43.9896 - mean_squared_error: 43.9896 - val_loss: 2661.1523 - val_mean_squared_error: 2661.1523
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 43.8054 - mean_squared_error: 43.8054 - val_loss: 2647.4009 - val_mean_squared_error: 2647.4009
Epoch 7/25
81/81 [==============================] - 1s 11ms/step - loss: 46.3957 - mean_squared_error: 46.3957 - val_loss: 2780.6602 - val_mean_squared_error: 2780.6602
Epoch 8/25
81/81 [==============================] - 1s 11ms/step - loss: 49.5507 - mean_squared_error: 49.5507 - val_loss: 2726.4414 - val_mean_squared_error: 2726.4414
Epoch 9/25
81/81 [==============================] - 1s 11ms/step - loss: 38.3809 - mean_squared_error: 38.3809 - val_loss: 2672.6199 - val_mean_squared_error: 2672.6199
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 41.6680 - mean_squared_error: 41.6680 - val_loss: 2702.4619 - val_mean_squared_error: 2702.4619
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 38.6929 - mean_squared_error: 38.6929 - val_loss: 2619.0266 - val_mean_squared_error: 2619.0266
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 43.9285 - mean_squared_error: 43.9285 - val_loss: 2721.4985 - val_mean_squared_error: 2721.4985
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 44.9403 - mean_squared_error: 44.9403 - val_loss: 2551.8547 - val_mean_squared_error: 2551.8547
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 41.0027 - mean_squared_error: 41.0027 - val_loss: 2474.4673 - val_mean_squared_error: 2474.4673
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 46.2221 - mean_squared_error: 46.2221 - val_loss: 2389.7021 - val_mean_squared_error: 2389.7021
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 44.9615 - mean_squared_error: 44.9615 - val_loss: 2454.1277 - val_mean_squared_error: 2454.1277
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 41.8962 - mean_squared_error: 41.8962 - val_loss: 2365.2268 - val_mean_squared_error: 2365.2268
Epoch 18/25
81/81 [==============================] - 1s 17ms/step - loss: 43.2989 - mean_squared_error: 43.2989 - val_loss: 2379.1357 - val_mean_squared_error: 2379.1357
Epoch 19/25
81/81 [==============================] - 1s 12ms/step - loss: 38.5957 - mean_squared_error: 38.5957 - val_loss: 2528.1555 - val_mean_squared_error: 2528.1555
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 39.8614 - mean_squared_error: 39.8614 - val_loss: 2311.3738 - val_mean_squared_error: 2311.3738
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 46.6551 - mean_squared_error: 46.6551 - val_loss: 2142.7327 - val_mean_squared_error: 2142.7327
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 39.5974 - mean_squared_error: 39.5974 - val_loss: 2385.8186 - val_mean_squared_error: 2385.8186
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 36.9042 - mean_squared_error: 36.9042 - val_loss: 2243.9673 - val_mean_squared_error: 2243.9673
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 44.7123 - mean_squared_error: 44.7123 - val_loss: 2343.6194 - val_mean_squared_error: 2343.6194
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 43.7737 - mean_squared_error: 43.7737 - val_loss: 2101.8052 - val_mean_squared_error: 2101.8052
2022-12-09 12:03:45.245193: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0007041054403336114
Generation:  27
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 12:03:45.955648: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2385.2161 - mean_squared_error: 2385.2161
2022-12-09 12:03:50.961986: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 53ms/step - loss: 2385.2161 - mean_squared_error: 2385.2161 - val_loss: 1108.5759 - val_mean_squared_error: 1108.5759
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 190.1135 - mean_squared_error: 190.1135 - val_loss: 1184.7791 - val_mean_squared_error: 1184.7791
Epoch 3/25
81/81 [==============================] - 1s 15ms/step - loss: 88.8948 - mean_squared_error: 88.8948 - val_loss: 1503.7994 - val_mean_squared_error: 1503.7994
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 70.4994 - mean_squared_error: 70.4994 - val_loss: 2155.4521 - val_mean_squared_error: 2155.4521
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 64.2379 - mean_squared_error: 64.2379 - val_loss: 1927.6641 - val_mean_squared_error: 1927.6641
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 52.8669 - mean_squared_error: 52.8669 - val_loss: 2351.0566 - val_mean_squared_error: 2351.0566
Epoch 7/25
81/81 [==============================] - 1s 13ms/step - loss: 45.6135 - mean_squared_error: 45.6135 - val_loss: 2438.7627 - val_mean_squared_error: 2438.7627
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 52.4783 - mean_squared_error: 52.4783 - val_loss: 2232.4124 - val_mean_squared_error: 2232.4124
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 46.2489 - mean_squared_error: 46.2489 - val_loss: 2200.7815 - val_mean_squared_error: 2200.7815
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 44.5961 - mean_squared_error: 44.5961 - val_loss: 2357.0291 - val_mean_squared_error: 2357.0291
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 41.7335 - mean_squared_error: 41.7335 - val_loss: 2262.2625 - val_mean_squared_error: 2262.2625
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 42.4708 - mean_squared_error: 42.4708 - val_loss: 2155.6392 - val_mean_squared_error: 2155.6392
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 39.4862 - mean_squared_error: 39.4862 - val_loss: 2138.0332 - val_mean_squared_error: 2138.0332
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 37.7923 - mean_squared_error: 37.7923 - val_loss: 2248.2480 - val_mean_squared_error: 2248.2480
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 45.1198 - mean_squared_error: 45.1198 - val_loss: 2255.3164 - val_mean_squared_error: 2255.3164
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 36.1498 - mean_squared_error: 36.1498 - val_loss: 2198.0396 - val_mean_squared_error: 2198.0396
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 40.4629 - mean_squared_error: 40.4629 - val_loss: 2244.8203 - val_mean_squared_error: 2244.8203
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 35.6117 - mean_squared_error: 35.6117 - val_loss: 2186.7180 - val_mean_squared_error: 2186.7180
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 47.1840 - mean_squared_error: 47.1840 - val_loss: 2079.5198 - val_mean_squared_error: 2079.5198
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 41.4367 - mean_squared_error: 41.4367 - val_loss: 2140.3591 - val_mean_squared_error: 2140.3591
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 41.1542 - mean_squared_error: 41.1542 - val_loss: 1884.1289 - val_mean_squared_error: 1884.1289
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 41.8954 - mean_squared_error: 41.8954 - val_loss: 1828.3297 - val_mean_squared_error: 1828.3297
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 46.4246 - mean_squared_error: 46.4246 - val_loss: 1986.5800 - val_mean_squared_error: 1986.5800
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 38.4517 - mean_squared_error: 38.4517 - val_loss: 2087.9294 - val_mean_squared_error: 2087.9294
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 42.8198 - mean_squared_error: 42.8198 - val_loss: 1968.2815 - val_mean_squared_error: 1968.2815
2022-12-09 12:04:09.885702: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 47)
(286, 47)
Epoch 1/25
2022-12-09 12:04:10.618112: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2412.1223 - mean_squared_error: 2412.1223
2022-12-09 12:04:15.773429: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 55ms/step - loss: 2412.1223 - mean_squared_error: 2412.1223 - val_loss: 1051.1780 - val_mean_squared_error: 1051.1780
Epoch 2/25
81/81 [==============================] - 1s 15ms/step - loss: 126.4825 - mean_squared_error: 126.4825 - val_loss: 1220.4133 - val_mean_squared_error: 1220.4133
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 61.0655 - mean_squared_error: 61.0655 - val_loss: 1830.5564 - val_mean_squared_error: 1830.5564
Epoch 4/25
81/81 [==============================] - 1s 18ms/step - loss: 61.6738 - mean_squared_error: 61.6738 - val_loss: 2267.1904 - val_mean_squared_error: 2267.1904
Epoch 5/25
81/81 [==============================] - 1s 8ms/step - loss: 43.3414 - mean_squared_error: 43.3414 - val_loss: 2349.3362 - val_mean_squared_error: 2349.3362
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 44.1935 - mean_squared_error: 44.1935 - val_loss: 2543.2437 - val_mean_squared_error: 2543.2437
Epoch 7/25
81/81 [==============================] - 1s 12ms/step - loss: 49.6078 - mean_squared_error: 49.6078 - val_loss: 2378.0466 - val_mean_squared_error: 2378.0466
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 45.0907 - mean_squared_error: 45.0907 - val_loss: 2489.6431 - val_mean_squared_error: 2489.6431
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 48.0229 - mean_squared_error: 48.0229 - val_loss: 2330.4609 - val_mean_squared_error: 2330.4609
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 44.5096 - mean_squared_error: 44.5096 - val_loss: 2502.8027 - val_mean_squared_error: 2502.8027
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 44.4870 - mean_squared_error: 44.4870 - val_loss: 2357.4097 - val_mean_squared_error: 2357.4097
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 43.3158 - mean_squared_error: 43.3158 - val_loss: 2341.3213 - val_mean_squared_error: 2341.3213
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 43.4382 - mean_squared_error: 43.4382 - val_loss: 2310.0022 - val_mean_squared_error: 2310.0022
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 39.1388 - mean_squared_error: 39.1388 - val_loss: 2266.0066 - val_mean_squared_error: 2266.0066
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 39.8869 - mean_squared_error: 39.8869 - val_loss: 2136.6855 - val_mean_squared_error: 2136.6855
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 46.3632 - mean_squared_error: 46.3632 - val_loss: 2138.6987 - val_mean_squared_error: 2138.6987
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 41.8775 - mean_squared_error: 41.8775 - val_loss: 2194.8638 - val_mean_squared_error: 2194.8638
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 46.9253 - mean_squared_error: 46.9253 - val_loss: 2133.0537 - val_mean_squared_error: 2133.0537
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 41.4578 - mean_squared_error: 41.4578 - val_loss: 2012.4792 - val_mean_squared_error: 2012.4792
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 39.1919 - mean_squared_error: 39.1919 - val_loss: 2051.4434 - val_mean_squared_error: 2051.4434
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 44.3802 - mean_squared_error: 44.3802 - val_loss: 2004.2183 - val_mean_squared_error: 2004.2183
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 39.6778 - mean_squared_error: 39.6778 - val_loss: 1873.2448 - val_mean_squared_error: 1873.2448
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 38.0735 - mean_squared_error: 38.0735 - val_loss: 1938.0388 - val_mean_squared_error: 1938.0388
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 43.7044 - mean_squared_error: 43.7044 - val_loss: 1766.9735 - val_mean_squared_error: 1766.9735
Epoch 25/25
81/81 [==============================] - 1s 14ms/step - loss: 40.7499 - mean_squared_error: 40.7499 - val_loss: 1773.8090 - val_mean_squared_error: 1773.8090
2022-12-09 12:04:35.881539: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 12:04:36.708561: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2330.7058 - mean_squared_error: 2330.7058
2022-12-09 12:04:42.171742: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 58ms/step - loss: 2330.7058 - mean_squared_error: 2330.7058 - val_loss: 936.5096 - val_mean_squared_error: 936.5096
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 119.8427 - mean_squared_error: 119.8427 - val_loss: 1039.3087 - val_mean_squared_error: 1039.3087
Epoch 3/25
81/81 [==============================] - 1s 15ms/step - loss: 58.1930 - mean_squared_error: 58.1930 - val_loss: 1551.7733 - val_mean_squared_error: 1551.7733
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 47.1687 - mean_squared_error: 47.1687 - val_loss: 1876.1309 - val_mean_squared_error: 1876.1309
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 53.2149 - mean_squared_error: 53.2149 - val_loss: 2056.0073 - val_mean_squared_error: 2056.0071
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 41.3759 - mean_squared_error: 41.3759 - val_loss: 2193.0503 - val_mean_squared_error: 2193.0503
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 41.6459 - mean_squared_error: 41.6459 - val_loss: 2225.0208 - val_mean_squared_error: 2225.0208
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 43.6497 - mean_squared_error: 43.6497 - val_loss: 2273.3953 - val_mean_squared_error: 2273.3953
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 43.3801 - mean_squared_error: 43.3801 - val_loss: 2273.9404 - val_mean_squared_error: 2273.9404
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 44.0743 - mean_squared_error: 44.0743 - val_loss: 2098.0225 - val_mean_squared_error: 2098.0225
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 46.5683 - mean_squared_error: 46.5683 - val_loss: 2188.0874 - val_mean_squared_error: 2188.0874
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 35.9479 - mean_squared_error: 35.9479 - val_loss: 1996.7826 - val_mean_squared_error: 1996.7826
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 36.0726 - mean_squared_error: 36.0726 - val_loss: 2094.9680 - val_mean_squared_error: 2094.9680
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 37.3629 - mean_squared_error: 37.3629 - val_loss: 2010.1552 - val_mean_squared_error: 2010.1552
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 39.2142 - mean_squared_error: 39.2142 - val_loss: 2179.5542 - val_mean_squared_error: 2179.5542
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 38.7089 - mean_squared_error: 38.7089 - val_loss: 2130.2466 - val_mean_squared_error: 2130.2466
Epoch 17/25
81/81 [==============================] - 1s 11ms/step - loss: 37.1974 - mean_squared_error: 37.1974 - val_loss: 2042.4287 - val_mean_squared_error: 2042.4287
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 32.6016 - mean_squared_error: 32.6016 - val_loss: 2163.9719 - val_mean_squared_error: 2163.9717
Epoch 19/25
81/81 [==============================] - 1s 10ms/step - loss: 37.5187 - mean_squared_error: 37.5187 - val_loss: 1866.1626 - val_mean_squared_error: 1866.1626
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 38.3602 - mean_squared_error: 38.3602 - val_loss: 2111.3450 - val_mean_squared_error: 2111.3450
Epoch 21/25
81/81 [==============================] - 1s 16ms/step - loss: 43.0300 - mean_squared_error: 43.0300 - val_loss: 1978.4727 - val_mean_squared_error: 1978.4727
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 41.5554 - mean_squared_error: 41.5554 - val_loss: 2029.4331 - val_mean_squared_error: 2029.4331
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 31.2588 - mean_squared_error: 31.2588 - val_loss: 1810.4453 - val_mean_squared_error: 1810.4453
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 38.5997 - mean_squared_error: 38.5997 - val_loss: 1787.6451 - val_mean_squared_error: 1787.6451
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 40.6923 - mean_squared_error: 40.6923 - val_loss: 1701.0078 - val_mean_squared_error: 1701.0078
2022-12-09 12:05:01.989936: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 12:05:02.692920: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2347.4165 - mean_squared_error: 2347.4165
2022-12-09 12:05:08.441767: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2347.4165 - mean_squared_error: 2347.4165 - val_loss: 1040.8522 - val_mean_squared_error: 1040.8522
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 120.1155 - mean_squared_error: 120.1155 - val_loss: 1408.6145 - val_mean_squared_error: 1408.6145
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 65.1965 - mean_squared_error: 65.1965 - val_loss: 1914.1678 - val_mean_squared_error: 1914.1678
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 54.9071 - mean_squared_error: 54.9071 - val_loss: 2545.5928 - val_mean_squared_error: 2545.5928
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 51.5736 - mean_squared_error: 51.5736 - val_loss: 2714.5334 - val_mean_squared_error: 2714.5334
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 46.9472 - mean_squared_error: 46.9472 - val_loss: 2714.4868 - val_mean_squared_error: 2714.4868
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 54.0187 - mean_squared_error: 54.0187 - val_loss: 2563.9573 - val_mean_squared_error: 2563.9573
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 44.7672 - mean_squared_error: 44.7672 - val_loss: 2693.5178 - val_mean_squared_error: 2693.5178
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 47.4497 - mean_squared_error: 47.4497 - val_loss: 2449.3242 - val_mean_squared_error: 2449.3242
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 38.5843 - mean_squared_error: 38.5843 - val_loss: 2463.7307 - val_mean_squared_error: 2463.7307
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 39.1287 - mean_squared_error: 39.1287 - val_loss: 2448.3462 - val_mean_squared_error: 2448.3462
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 40.0913 - mean_squared_error: 40.0913 - val_loss: 2429.2383 - val_mean_squared_error: 2429.2383
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 44.7821 - mean_squared_error: 44.7821 - val_loss: 2240.6321 - val_mean_squared_error: 2240.6321
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 43.6140 - mean_squared_error: 43.6140 - val_loss: 2391.9216 - val_mean_squared_error: 2391.9216
Epoch 15/25
81/81 [==============================] - 1s 11ms/step - loss: 34.1211 - mean_squared_error: 34.1211 - val_loss: 2169.4719 - val_mean_squared_error: 2169.4719
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 40.6364 - mean_squared_error: 40.6364 - val_loss: 2151.2354 - val_mean_squared_error: 2151.2354
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 40.1188 - mean_squared_error: 40.1188 - val_loss: 2184.2854 - val_mean_squared_error: 2184.2854
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 41.6946 - mean_squared_error: 41.6946 - val_loss: 2181.7173 - val_mean_squared_error: 2181.7173
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 43.9610 - mean_squared_error: 43.9610 - val_loss: 1995.7316 - val_mean_squared_error: 1995.7316
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 40.1685 - mean_squared_error: 40.1685 - val_loss: 2116.0676 - val_mean_squared_error: 2116.0676
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 41.8993 - mean_squared_error: 41.8993 - val_loss: 2080.6426 - val_mean_squared_error: 2080.6426
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 45.1099 - mean_squared_error: 45.1099 - val_loss: 1967.4790 - val_mean_squared_error: 1967.4790
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 37.7951 - mean_squared_error: 37.7951 - val_loss: 1897.3853 - val_mean_squared_error: 1897.3850
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0593 - mean_squared_error: 37.0593 - val_loss: 1800.4565 - val_mean_squared_error: 1800.4565
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 41.7379 - mean_squared_error: 41.7379 - val_loss: 1751.5638 - val_mean_squared_error: 1751.5638
2022-12-09 12:05:27.297597: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 12:05:28.120956: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2405.4834 - mean_squared_error: 2405.4834
2022-12-09 12:05:33.795856: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 64ms/step - loss: 2405.4834 - mean_squared_error: 2405.4834 - val_loss: 967.8620 - val_mean_squared_error: 967.8620
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 168.9000 - mean_squared_error: 168.9000 - val_loss: 1736.8688 - val_mean_squared_error: 1736.8688
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 83.5890 - mean_squared_error: 83.5890 - val_loss: 2194.7041 - val_mean_squared_error: 2194.7041
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 80.5966 - mean_squared_error: 80.5966 - val_loss: 2553.1304 - val_mean_squared_error: 2553.1304
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 55.3818 - mean_squared_error: 55.3818 - val_loss: 2666.6550 - val_mean_squared_error: 2666.6550
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 53.3416 - mean_squared_error: 53.3416 - val_loss: 2792.0112 - val_mean_squared_error: 2792.0112
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 50.5609 - mean_squared_error: 50.5609 - val_loss: 2819.6990 - val_mean_squared_error: 2819.6990
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 45.9695 - mean_squared_error: 45.9695 - val_loss: 2825.5361 - val_mean_squared_error: 2825.5359
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 55.0563 - mean_squared_error: 55.0563 - val_loss: 2805.2446 - val_mean_squared_error: 2805.2446
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 42.4649 - mean_squared_error: 42.4649 - val_loss: 2777.6345 - val_mean_squared_error: 2777.6345
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 44.2988 - mean_squared_error: 44.2988 - val_loss: 2824.5046 - val_mean_squared_error: 2824.5046
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 43.4608 - mean_squared_error: 43.4608 - val_loss: 2735.7249 - val_mean_squared_error: 2735.7249
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 39.3437 - mean_squared_error: 39.3437 - val_loss: 2646.3098 - val_mean_squared_error: 2646.3098
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 39.3101 - mean_squared_error: 39.3101 - val_loss: 2805.6196 - val_mean_squared_error: 2805.6196
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 47.1670 - mean_squared_error: 47.1670 - val_loss: 2763.2612 - val_mean_squared_error: 2763.2612
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 39.1623 - mean_squared_error: 39.1623 - val_loss: 2732.6382 - val_mean_squared_error: 2732.6382
Epoch 17/25
81/81 [==============================] - 1s 10ms/step - loss: 42.0786 - mean_squared_error: 42.0786 - val_loss: 2722.2371 - val_mean_squared_error: 2722.2371
Epoch 18/25
81/81 [==============================] - 1s 11ms/step - loss: 47.3289 - mean_squared_error: 47.3289 - val_loss: 2611.3591 - val_mean_squared_error: 2611.3591
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 45.1646 - mean_squared_error: 45.1646 - val_loss: 2740.9500 - val_mean_squared_error: 2740.9500
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 40.3553 - mean_squared_error: 40.3553 - val_loss: 2538.2979 - val_mean_squared_error: 2538.2979
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 39.1152 - mean_squared_error: 39.1152 - val_loss: 2464.8408 - val_mean_squared_error: 2464.8408
Epoch 22/25
81/81 [==============================] - 1s 10ms/step - loss: 44.9717 - mean_squared_error: 44.9717 - val_loss: 2485.9819 - val_mean_squared_error: 2485.9819
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 40.7448 - mean_squared_error: 40.7448 - val_loss: 2547.8237 - val_mean_squared_error: 2547.8237
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 43.6425 - mean_squared_error: 43.6425 - val_loss: 2492.0344 - val_mean_squared_error: 2492.0344
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 43.5678 - mean_squared_error: 43.5678 - val_loss: 2350.9075 - val_mean_squared_error: 2350.9075
2022-12-09 12:05:53.078774: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0005822699338819726
Generation:  28
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 12:05:53.828494: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2427.7405 - mean_squared_error: 2427.7405
2022-12-09 12:05:58.881444: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 54ms/step - loss: 2427.7405 - mean_squared_error: 2427.7405 - val_loss: 1217.8994 - val_mean_squared_error: 1217.8994
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 131.8496 - mean_squared_error: 131.8496 - val_loss: 1374.8694 - val_mean_squared_error: 1374.8694
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 66.3156 - mean_squared_error: 66.3156 - val_loss: 1682.4177 - val_mean_squared_error: 1682.4177
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 48.0318 - mean_squared_error: 48.0318 - val_loss: 2131.6296 - val_mean_squared_error: 2131.6296
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 48.8498 - mean_squared_error: 48.8498 - val_loss: 2350.2280 - val_mean_squared_error: 2350.2280
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 44.2714 - mean_squared_error: 44.2714 - val_loss: 2320.0486 - val_mean_squared_error: 2320.0486
Epoch 7/25
81/81 [==============================] - 1s 14ms/step - loss: 42.3893 - mean_squared_error: 42.3893 - val_loss: 2399.9336 - val_mean_squared_error: 2399.9336
Epoch 8/25
81/81 [==============================] - 1s 11ms/step - loss: 44.2720 - mean_squared_error: 44.2720 - val_loss: 2619.1582 - val_mean_squared_error: 2619.1582
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 41.8385 - mean_squared_error: 41.8385 - val_loss: 2574.2971 - val_mean_squared_error: 2574.2971
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 42.0756 - mean_squared_error: 42.0756 - val_loss: 2707.8572 - val_mean_squared_error: 2707.8572
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 45.4515 - mean_squared_error: 45.4515 - val_loss: 2562.3013 - val_mean_squared_error: 2562.3013
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 34.8635 - mean_squared_error: 34.8635 - val_loss: 2485.2988 - val_mean_squared_error: 2485.2988
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 42.3165 - mean_squared_error: 42.3165 - val_loss: 2614.8052 - val_mean_squared_error: 2614.8052
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 39.0847 - mean_squared_error: 39.0847 - val_loss: 2500.3562 - val_mean_squared_error: 2500.3562
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 34.9014 - mean_squared_error: 34.9014 - val_loss: 2441.7029 - val_mean_squared_error: 2441.7029
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0937 - mean_squared_error: 38.0937 - val_loss: 2442.1470 - val_mean_squared_error: 2442.1470
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 39.9917 - mean_squared_error: 39.9917 - val_loss: 2379.1743 - val_mean_squared_error: 2379.1743
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 32.7628 - mean_squared_error: 32.7628 - val_loss: 2337.6904 - val_mean_squared_error: 2337.6904
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 39.1399 - mean_squared_error: 39.1399 - val_loss: 2399.5791 - val_mean_squared_error: 2399.5791
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 47.0613 - mean_squared_error: 47.0613 - val_loss: 2385.5952 - val_mean_squared_error: 2385.5952
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 41.8555 - mean_squared_error: 41.8555 - val_loss: 2186.1804 - val_mean_squared_error: 2186.1804
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 31.3141 - mean_squared_error: 31.3141 - val_loss: 2389.4358 - val_mean_squared_error: 2389.4358
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 42.3691 - mean_squared_error: 42.3691 - val_loss: 2275.6914 - val_mean_squared_error: 2275.6914
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 35.6450 - mean_squared_error: 35.6450 - val_loss: 2238.7278 - val_mean_squared_error: 2238.7278
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 33.8987 - mean_squared_error: 33.8987 - val_loss: 2372.4626 - val_mean_squared_error: 2372.4626
2022-12-09 12:06:17.928204: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 12:06:18.601875: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2422.4570 - mean_squared_error: 2422.4570
2022-12-09 12:06:23.970590: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2422.4570 - mean_squared_error: 2422.4570 - val_loss: 840.9661 - val_mean_squared_error: 840.9661
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 134.6484 - mean_squared_error: 134.6484 - val_loss: 1187.6799 - val_mean_squared_error: 1187.6799
Epoch 3/25
81/81 [==============================] - 1s 16ms/step - loss: 64.1011 - mean_squared_error: 64.1011 - val_loss: 1815.9062 - val_mean_squared_error: 1815.9062
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 51.2787 - mean_squared_error: 51.2787 - val_loss: 2223.6831 - val_mean_squared_error: 2223.6831
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 53.8641 - mean_squared_error: 53.8641 - val_loss: 2701.4841 - val_mean_squared_error: 2701.4841
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 55.4833 - mean_squared_error: 55.4833 - val_loss: 2574.7551 - val_mean_squared_error: 2574.7551
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 47.4015 - mean_squared_error: 47.4015 - val_loss: 2717.9065 - val_mean_squared_error: 2717.9065
Epoch 8/25
81/81 [==============================] - 1s 13ms/step - loss: 47.0808 - mean_squared_error: 47.0808 - val_loss: 2762.5239 - val_mean_squared_error: 2762.5239
Epoch 9/25
81/81 [==============================] - 1s 12ms/step - loss: 37.7327 - mean_squared_error: 37.7327 - val_loss: 2724.6519 - val_mean_squared_error: 2724.6519
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 42.0808 - mean_squared_error: 42.0808 - val_loss: 2693.4250 - val_mean_squared_error: 2693.4250
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 43.2842 - mean_squared_error: 43.2842 - val_loss: 2683.9319 - val_mean_squared_error: 2683.9319
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 41.2041 - mean_squared_error: 41.2041 - val_loss: 2685.2378 - val_mean_squared_error: 2685.2378
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 42.5625 - mean_squared_error: 42.5625 - val_loss: 2684.5754 - val_mean_squared_error: 2684.5754
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 34.8789 - mean_squared_error: 34.8789 - val_loss: 2482.1807 - val_mean_squared_error: 2482.1807
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 42.1099 - mean_squared_error: 42.1099 - val_loss: 2491.0698 - val_mean_squared_error: 2491.0698
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 41.6037 - mean_squared_error: 41.6037 - val_loss: 2472.1514 - val_mean_squared_error: 2472.1514
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 41.7321 - mean_squared_error: 41.7321 - val_loss: 2594.2339 - val_mean_squared_error: 2594.2339
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 42.5676 - mean_squared_error: 42.5676 - val_loss: 2578.3350 - val_mean_squared_error: 2578.3350
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 41.6176 - mean_squared_error: 41.6176 - val_loss: 2623.1174 - val_mean_squared_error: 2623.1174
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 42.8087 - mean_squared_error: 42.8087 - val_loss: 2472.7178 - val_mean_squared_error: 2472.7178
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 45.4189 - mean_squared_error: 45.4189 - val_loss: 2555.6575 - val_mean_squared_error: 2555.6575
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 42.6654 - mean_squared_error: 42.6654 - val_loss: 2544.4253 - val_mean_squared_error: 2544.4253
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 41.9994 - mean_squared_error: 41.9994 - val_loss: 2422.2495 - val_mean_squared_error: 2422.2495
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 41.4434 - mean_squared_error: 41.4434 - val_loss: 2496.6716 - val_mean_squared_error: 2496.6716
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 39.8653 - mean_squared_error: 39.8653 - val_loss: 2528.0107 - val_mean_squared_error: 2528.0107
2022-12-09 12:06:43.780612: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 47)
(286, 47)
Epoch 1/25
2022-12-09 12:06:44.527331: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2410.1926 - mean_squared_error: 2410.1926
2022-12-09 12:06:49.733323: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2410.1926 - mean_squared_error: 2410.1926 - val_loss: 798.5351 - val_mean_squared_error: 798.5351
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 129.2699 - mean_squared_error: 129.2699 - val_loss: 1249.9797 - val_mean_squared_error: 1249.9797
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 69.7276 - mean_squared_error: 69.7276 - val_loss: 1964.7169 - val_mean_squared_error: 1964.7169
Epoch 4/25
81/81 [==============================] - 1s 17ms/step - loss: 53.5838 - mean_squared_error: 53.5838 - val_loss: 2413.8508 - val_mean_squared_error: 2413.8508
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 50.8119 - mean_squared_error: 50.8119 - val_loss: 2541.0261 - val_mean_squared_error: 2541.0261
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 56.0711 - mean_squared_error: 56.0711 - val_loss: 2645.4104 - val_mean_squared_error: 2645.4104
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 50.9874 - mean_squared_error: 50.9874 - val_loss: 2676.8186 - val_mean_squared_error: 2676.8186
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 51.0527 - mean_squared_error: 51.0527 - val_loss: 2615.7783 - val_mean_squared_error: 2615.7783
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 47.7185 - mean_squared_error: 47.7185 - val_loss: 2593.8174 - val_mean_squared_error: 2593.8174
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 44.3637 - mean_squared_error: 44.3637 - val_loss: 2706.4324 - val_mean_squared_error: 2706.4324
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 47.7298 - mean_squared_error: 47.7298 - val_loss: 2521.0952 - val_mean_squared_error: 2521.0952
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 43.9837 - mean_squared_error: 43.9837 - val_loss: 2415.7236 - val_mean_squared_error: 2415.7236
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 38.6417 - mean_squared_error: 38.6417 - val_loss: 2512.4084 - val_mean_squared_error: 2512.4084
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 50.9309 - mean_squared_error: 50.9309 - val_loss: 2447.0940 - val_mean_squared_error: 2447.0940
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 38.8330 - mean_squared_error: 38.8330 - val_loss: 2418.7458 - val_mean_squared_error: 2418.7456
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 41.5262 - mean_squared_error: 41.5262 - val_loss: 2475.9600 - val_mean_squared_error: 2475.9600
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 35.9571 - mean_squared_error: 35.9571 - val_loss: 2477.9353 - val_mean_squared_error: 2477.9353
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 40.3657 - mean_squared_error: 40.3657 - val_loss: 2504.7722 - val_mean_squared_error: 2504.7722
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 38.6064 - mean_squared_error: 38.6064 - val_loss: 2489.1558 - val_mean_squared_error: 2489.1558
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 42.3077 - mean_squared_error: 42.3077 - val_loss: 2367.0222 - val_mean_squared_error: 2367.0222
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 42.5889 - mean_squared_error: 42.5889 - val_loss: 2451.2146 - val_mean_squared_error: 2451.2146
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 41.4021 - mean_squared_error: 41.4021 - val_loss: 2401.0425 - val_mean_squared_error: 2401.0425
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 44.8210 - mean_squared_error: 44.8210 - val_loss: 2165.9614 - val_mean_squared_error: 2165.9614
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 39.0729 - mean_squared_error: 39.0729 - val_loss: 2197.7498 - val_mean_squared_error: 2197.7498
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 38.3925 - mean_squared_error: 38.3925 - val_loss: 1982.9552 - val_mean_squared_error: 1982.9552
2022-12-09 12:07:08.698578: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 12:07:09.365608: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2492.1333 - mean_squared_error: 2492.1333
2022-12-09 12:07:14.587867: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 55ms/step - loss: 2492.1333 - mean_squared_error: 2492.1333 - val_loss: 1081.0446 - val_mean_squared_error: 1081.0446
Epoch 2/25
81/81 [==============================] - 1s 18ms/step - loss: 181.6948 - mean_squared_error: 181.6948 - val_loss: 1569.5841 - val_mean_squared_error: 1569.5841
Epoch 3/25
81/81 [==============================] - 1s 9ms/step - loss: 94.7263 - mean_squared_error: 94.7263 - val_loss: 1733.5413 - val_mean_squared_error: 1733.5413
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 63.0315 - mean_squared_error: 63.0315 - val_loss: 2262.7866 - val_mean_squared_error: 2262.7866
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 55.3454 - mean_squared_error: 55.3454 - val_loss: 2313.2473 - val_mean_squared_error: 2313.2473
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 51.1364 - mean_squared_error: 51.1364 - val_loss: 2433.5303 - val_mean_squared_error: 2433.5303
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 45.9856 - mean_squared_error: 45.9856 - val_loss: 2431.9685 - val_mean_squared_error: 2431.9685
Epoch 8/25
81/81 [==============================] - 1s 11ms/step - loss: 48.2903 - mean_squared_error: 48.2903 - val_loss: 2498.3301 - val_mean_squared_error: 2498.3301
Epoch 9/25
81/81 [==============================] - 1s 11ms/step - loss: 53.6479 - mean_squared_error: 53.6479 - val_loss: 2365.5210 - val_mean_squared_error: 2365.5210
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 49.0696 - mean_squared_error: 49.0696 - val_loss: 2464.5911 - val_mean_squared_error: 2464.5911
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 45.2267 - mean_squared_error: 45.2267 - val_loss: 2408.5508 - val_mean_squared_error: 2408.5508
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 43.7267 - mean_squared_error: 43.7267 - val_loss: 2449.9500 - val_mean_squared_error: 2449.9500
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 33.6845 - mean_squared_error: 33.6845 - val_loss: 2397.5774 - val_mean_squared_error: 2397.5774
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 41.3679 - mean_squared_error: 41.3679 - val_loss: 2329.0522 - val_mean_squared_error: 2329.0522
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 40.4632 - mean_squared_error: 40.4632 - val_loss: 2419.7759 - val_mean_squared_error: 2419.7759
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 48.1171 - mean_squared_error: 48.1171 - val_loss: 2335.3091 - val_mean_squared_error: 2335.3091
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 38.7291 - mean_squared_error: 38.7291 - val_loss: 2184.7297 - val_mean_squared_error: 2184.7297
Epoch 18/25
81/81 [==============================] - 1s 10ms/step - loss: 39.0125 - mean_squared_error: 39.0125 - val_loss: 2235.0466 - val_mean_squared_error: 2235.0466
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 37.4227 - mean_squared_error: 37.4227 - val_loss: 2345.8701 - val_mean_squared_error: 2345.8701
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 36.4417 - mean_squared_error: 36.4417 - val_loss: 2322.6660 - val_mean_squared_error: 2322.6660
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 42.0212 - mean_squared_error: 42.0212 - val_loss: 2140.5442 - val_mean_squared_error: 2140.5442
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 47.8708 - mean_squared_error: 47.8708 - val_loss: 2220.4763 - val_mean_squared_error: 2220.4763
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 36.1084 - mean_squared_error: 36.1084 - val_loss: 2202.3970 - val_mean_squared_error: 2202.3970
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 40.2347 - mean_squared_error: 40.2347 - val_loss: 2123.3694 - val_mean_squared_error: 2123.3694
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 40.6686 - mean_squared_error: 40.6686 - val_loss: 2154.2249 - val_mean_squared_error: 2154.2249
2022-12-09 12:07:33.945309: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.25436535 ... 0.         0.         0.        ]
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:07:34.697173: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2355.0251 - mean_squared_error: 2355.0251
2022-12-09 12:07:41.642344: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 8s 62ms/step - loss: 2355.0251 - mean_squared_error: 2355.0251 - val_loss: 896.1666 - val_mean_squared_error: 896.1666
Epoch 2/25
81/81 [==============================] - 1s 17ms/step - loss: 112.6860 - mean_squared_error: 112.6860 - val_loss: 1225.9287 - val_mean_squared_error: 1225.9287
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 65.7382 - mean_squared_error: 65.7382 - val_loss: 1809.3677 - val_mean_squared_error: 1809.3677
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 56.5653 - mean_squared_error: 56.5653 - val_loss: 2439.2095 - val_mean_squared_error: 2439.2095
Epoch 5/25
81/81 [==============================] - 1s 13ms/step - loss: 45.1739 - mean_squared_error: 45.1739 - val_loss: 2643.0544 - val_mean_squared_error: 2643.0544
Epoch 6/25
81/81 [==============================] - 1s 18ms/step - loss: 47.0359 - mean_squared_error: 47.0359 - val_loss: 2641.7905 - val_mean_squared_error: 2641.7905
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 43.3591 - mean_squared_error: 43.3591 - val_loss: 2660.7456 - val_mean_squared_error: 2660.7456
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 46.6057 - mean_squared_error: 46.6057 - val_loss: 2681.6472 - val_mean_squared_error: 2681.6472
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 39.8981 - mean_squared_error: 39.8981 - val_loss: 2633.6206 - val_mean_squared_error: 2633.6206
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0138 - mean_squared_error: 37.0138 - val_loss: 2650.2832 - val_mean_squared_error: 2650.2832
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 40.2462 - mean_squared_error: 40.2462 - val_loss: 2700.6484 - val_mean_squared_error: 2700.6484
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 34.0243 - mean_squared_error: 34.0243 - val_loss: 2640.1755 - val_mean_squared_error: 2640.1755
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 35.3678 - mean_squared_error: 35.3678 - val_loss: 2661.0437 - val_mean_squared_error: 2661.0437
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 37.7931 - mean_squared_error: 37.7931 - val_loss: 2642.8286 - val_mean_squared_error: 2642.8286
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 36.1094 - mean_squared_error: 36.1094 - val_loss: 2623.9905 - val_mean_squared_error: 2623.9902
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 35.1779 - mean_squared_error: 35.1779 - val_loss: 2600.3965 - val_mean_squared_error: 2600.3965
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 41.5610 - mean_squared_error: 41.5610 - val_loss: 2604.7725 - val_mean_squared_error: 2604.7725
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 40.6115 - mean_squared_error: 40.6115 - val_loss: 2507.8606 - val_mean_squared_error: 2507.8606
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 37.3422 - mean_squared_error: 37.3422 - val_loss: 2553.6404 - val_mean_squared_error: 2553.6404
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 33.8036 - mean_squared_error: 33.8036 - val_loss: 2520.6294 - val_mean_squared_error: 2520.6294
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 40.7576 - mean_squared_error: 40.7576 - val_loss: 2459.2402 - val_mean_squared_error: 2459.2402
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 43.9409 - mean_squared_error: 43.9409 - val_loss: 2516.0186 - val_mean_squared_error: 2516.0186
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 38.3409 - mean_squared_error: 38.3409 - val_loss: 2482.6382 - val_mean_squared_error: 2482.6382
Epoch 24/25
81/81 [==============================] - 1s 12ms/step - loss: 37.7894 - mean_squared_error: 37.7894 - val_loss: 2387.5059 - val_mean_squared_error: 2387.5059
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 35.0974 - mean_squared_error: 35.0974 - val_loss: 2502.6360 - val_mean_squared_error: 2502.6357
2022-12-09 12:08:01.696607: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0004999907203284778
Generation:  29
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 ...
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(2577, 47)
(286, 47)
Epoch 1/25
2022-12-09 12:08:02.491841: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2395.1499 - mean_squared_error: 2395.1499
2022-12-09 12:08:07.787851: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2395.1499 - mean_squared_error: 2395.1499 - val_loss: 1075.4775 - val_mean_squared_error: 1075.4775
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 128.4243 - mean_squared_error: 128.4243 - val_loss: 1035.5784 - val_mean_squared_error: 1035.5784
Epoch 3/25
81/81 [==============================] - 1s 17ms/step - loss: 68.9829 - mean_squared_error: 68.9829 - val_loss: 1733.0238 - val_mean_squared_error: 1733.0238
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 54.7183 - mean_squared_error: 54.7183 - val_loss: 2289.0723 - val_mean_squared_error: 2289.0723
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 48.5315 - mean_squared_error: 48.5315 - val_loss: 2357.3735 - val_mean_squared_error: 2357.3735
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 47.1183 - mean_squared_error: 47.1183 - val_loss: 2548.7603 - val_mean_squared_error: 2548.7600
Epoch 7/25
81/81 [==============================] - 1s 11ms/step - loss: 49.2262 - mean_squared_error: 49.2262 - val_loss: 2725.6982 - val_mean_squared_error: 2725.6982
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 51.9735 - mean_squared_error: 51.9735 - val_loss: 2614.9832 - val_mean_squared_error: 2614.9829
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 36.8398 - mean_squared_error: 36.8398 - val_loss: 2605.8589 - val_mean_squared_error: 2605.8589
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 42.2813 - mean_squared_error: 42.2813 - val_loss: 2595.6450 - val_mean_squared_error: 2595.6450
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 45.5119 - mean_squared_error: 45.5119 - val_loss: 2621.9944 - val_mean_squared_error: 2621.9944
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 47.4828 - mean_squared_error: 47.4828 - val_loss: 2485.8513 - val_mean_squared_error: 2485.8513
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 41.0309 - mean_squared_error: 41.0309 - val_loss: 2529.1306 - val_mean_squared_error: 2529.1306
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 38.8223 - mean_squared_error: 38.8223 - val_loss: 2528.2932 - val_mean_squared_error: 2528.2932
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 39.0790 - mean_squared_error: 39.0790 - val_loss: 2542.9299 - val_mean_squared_error: 2542.9299
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 41.2449 - mean_squared_error: 41.2449 - val_loss: 2475.7507 - val_mean_squared_error: 2475.7507
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 44.7401 - mean_squared_error: 44.7401 - val_loss: 2525.4568 - val_mean_squared_error: 2525.4568
Epoch 18/25
81/81 [==============================] - 1s 10ms/step - loss: 39.2569 - mean_squared_error: 39.2569 - val_loss: 2460.5969 - val_mean_squared_error: 2460.5969
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 44.9207 - mean_squared_error: 44.9207 - val_loss: 2569.7644 - val_mean_squared_error: 2569.7644
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 44.0915 - mean_squared_error: 44.0915 - val_loss: 2541.4705 - val_mean_squared_error: 2541.4705
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 41.7208 - mean_squared_error: 41.7208 - val_loss: 2465.7466 - val_mean_squared_error: 2465.7466
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 42.6784 - mean_squared_error: 42.6784 - val_loss: 2263.7046 - val_mean_squared_error: 2263.7046
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 39.1954 - mean_squared_error: 39.1954 - val_loss: 2385.3528 - val_mean_squared_error: 2385.3528
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 42.7092 - mean_squared_error: 42.7092 - val_loss: 2246.7175 - val_mean_squared_error: 2246.7175
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 42.3204 - mean_squared_error: 42.3204 - val_loss: 2219.9138 - val_mean_squared_error: 2219.9138
2022-12-09 12:08:27.231334: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.6737802  0.15281651 0.44309554 ... 0.         0.         0.        ]
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 ...
 [0.99012252 0.07933631 0.74735086 ... 0.         0.         0.        ]
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 12:08:27.993890: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2462.6582 - mean_squared_error: 2462.6582
2022-12-09 12:08:33.361426: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2462.6582 - mean_squared_error: 2462.6582 - val_loss: 1119.9257 - val_mean_squared_error: 1119.9257
Epoch 2/25
81/81 [==============================] - 2s 22ms/step - loss: 188.7143 - mean_squared_error: 188.7143 - val_loss: 1349.0500 - val_mean_squared_error: 1349.0500
Epoch 3/25
81/81 [==============================] - 1s 14ms/step - loss: 84.6282 - mean_squared_error: 84.6282 - val_loss: 1262.9462 - val_mean_squared_error: 1262.9462
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 58.2514 - mean_squared_error: 58.2514 - val_loss: 1217.8546 - val_mean_squared_error: 1217.8546
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 56.5054 - mean_squared_error: 56.5054 - val_loss: 1641.5380 - val_mean_squared_error: 1641.5380
Epoch 6/25
81/81 [==============================] - 1s 12ms/step - loss: 49.4361 - mean_squared_error: 49.4361 - val_loss: 1540.9867 - val_mean_squared_error: 1540.9867
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 41.9144 - mean_squared_error: 41.9144 - val_loss: 1588.4934 - val_mean_squared_error: 1588.4933
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 48.6122 - mean_squared_error: 48.6122 - val_loss: 1556.1295 - val_mean_squared_error: 1556.1295
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 47.9945 - mean_squared_error: 47.9945 - val_loss: 1423.8878 - val_mean_squared_error: 1423.8878
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 41.4000 - mean_squared_error: 41.4000 - val_loss: 1762.7273 - val_mean_squared_error: 1762.7273
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 40.9326 - mean_squared_error: 40.9326 - val_loss: 1526.7864 - val_mean_squared_error: 1526.7864
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 39.9314 - mean_squared_error: 39.9314 - val_loss: 1345.3306 - val_mean_squared_error: 1345.3306
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 39.2331 - mean_squared_error: 39.2331 - val_loss: 1446.0786 - val_mean_squared_error: 1446.0786
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 49.8901 - mean_squared_error: 49.8901 - val_loss: 1531.7581 - val_mean_squared_error: 1531.7581
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 44.7390 - mean_squared_error: 44.7390 - val_loss: 1154.0701 - val_mean_squared_error: 1154.0701
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 38.8477 - mean_squared_error: 38.8477 - val_loss: 1490.0776 - val_mean_squared_error: 1490.0776
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 39.2050 - mean_squared_error: 39.2050 - val_loss: 1434.5505 - val_mean_squared_error: 1434.5505
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 32.0447 - mean_squared_error: 32.0447 - val_loss: 1581.0610 - val_mean_squared_error: 1581.0610
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 44.0168 - mean_squared_error: 44.0168 - val_loss: 1339.7125 - val_mean_squared_error: 1339.7125
Epoch 20/25
81/81 [==============================] - 1s 11ms/step - loss: 35.0895 - mean_squared_error: 35.0895 - val_loss: 1253.8289 - val_mean_squared_error: 1253.8289
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 36.0479 - mean_squared_error: 36.0479 - val_loss: 1209.3777 - val_mean_squared_error: 1209.3777
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 39.7043 - mean_squared_error: 39.7043 - val_loss: 1223.5858 - val_mean_squared_error: 1223.5858
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 36.2672 - mean_squared_error: 36.2672 - val_loss: 1137.9250 - val_mean_squared_error: 1137.9250
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 44.1464 - mean_squared_error: 44.1464 - val_loss: 1482.9474 - val_mean_squared_error: 1482.9474
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 34.6552 - mean_squared_error: 34.6552 - val_loss: 1002.3150 - val_mean_squared_error: 1002.3150
2022-12-09 12:08:53.581526: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.25436535 ... 0.         0.         0.        ]
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 ...
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 12:08:54.308611: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2421.8311 - mean_squared_error: 2421.8311
2022-12-09 12:09:00.038058: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2421.8311 - mean_squared_error: 2421.8311 - val_loss: 912.0482 - val_mean_squared_error: 912.0482
Epoch 2/25
81/81 [==============================] - 1s 18ms/step - loss: 132.2533 - mean_squared_error: 132.2533 - val_loss: 1142.4210 - val_mean_squared_error: 1142.4210
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 57.5144 - mean_squared_error: 57.5144 - val_loss: 1565.9215 - val_mean_squared_error: 1565.9215
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 42.5330 - mean_squared_error: 42.5330 - val_loss: 2147.4167 - val_mean_squared_error: 2147.4167
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 40.0434 - mean_squared_error: 40.0434 - val_loss: 2282.1824 - val_mean_squared_error: 2282.1824
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 36.7917 - mean_squared_error: 36.7917 - val_loss: 2441.8721 - val_mean_squared_error: 2441.8721
Epoch 7/25
81/81 [==============================] - 1s 11ms/step - loss: 50.2213 - mean_squared_error: 50.2213 - val_loss: 2427.6943 - val_mean_squared_error: 2427.6943
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 42.0787 - mean_squared_error: 42.0787 - val_loss: 2354.9619 - val_mean_squared_error: 2354.9619
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 40.2170 - mean_squared_error: 40.2170 - val_loss: 2435.6487 - val_mean_squared_error: 2435.6487
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 41.4897 - mean_squared_error: 41.4897 - val_loss: 2434.0027 - val_mean_squared_error: 2434.0027
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 38.6698 - mean_squared_error: 38.6698 - val_loss: 2326.7764 - val_mean_squared_error: 2326.7764
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 39.4664 - mean_squared_error: 39.4664 - val_loss: 2288.3755 - val_mean_squared_error: 2288.3755
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 49.0373 - mean_squared_error: 49.0373 - val_loss: 2320.6833 - val_mean_squared_error: 2320.6833
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 34.0331 - mean_squared_error: 34.0331 - val_loss: 2360.3384 - val_mean_squared_error: 2360.3384
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 30.7603 - mean_squared_error: 30.7603 - val_loss: 2256.5491 - val_mean_squared_error: 2256.5491
Epoch 16/25
81/81 [==============================] - 1s 11ms/step - loss: 33.0633 - mean_squared_error: 33.0633 - val_loss: 2230.1941 - val_mean_squared_error: 2230.1941
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 33.2423 - mean_squared_error: 33.2423 - val_loss: 2162.0293 - val_mean_squared_error: 2162.0293
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 42.0118 - mean_squared_error: 42.0118 - val_loss: 2283.2356 - val_mean_squared_error: 2283.2356
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 37.3893 - mean_squared_error: 37.3893 - val_loss: 2088.3499 - val_mean_squared_error: 2088.3499
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 36.0870 - mean_squared_error: 36.0870 - val_loss: 2062.2761 - val_mean_squared_error: 2062.2761
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 32.6133 - mean_squared_error: 32.6133 - val_loss: 2155.4731 - val_mean_squared_error: 2155.4731
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 35.4094 - mean_squared_error: 35.4094 - val_loss: 2063.9575 - val_mean_squared_error: 2063.9575
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 50.6268 - mean_squared_error: 50.6268 - val_loss: 1940.0688 - val_mean_squared_error: 1940.0688
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 45.0703 - mean_squared_error: 45.0703 - val_loss: 2040.8118 - val_mean_squared_error: 2040.8118
Epoch 25/25
81/81 [==============================] - 1s 10ms/step - loss: 32.1994 - mean_squared_error: 32.1994 - val_loss: 1991.2157 - val_mean_squared_error: 1991.2157
2022-12-09 12:09:19.606494: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.25436535 ... 0.         0.         0.        ]
 [0.6737802  0.15281651 0.25998993 ... 0.         0.         0.        ]
 [0.65978331 0.18600112 0.22834117 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.07933631 0.21751175 ... 0.         0.         0.        ]
 [1.         0.07306191 0.22766958 ... 0.         0.         0.        ]
 [0.99225423 0.08951478 0.23153123 ... 0.         0.         0.        ]]
(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:09:20.463844: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2405.5837 - mean_squared_error: 2405.5837
2022-12-09 12:09:26.305174: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2405.5837 - mean_squared_error: 2405.5837 - val_loss: 892.6670 - val_mean_squared_error: 892.6670
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 117.8798 - mean_squared_error: 117.8798 - val_loss: 1199.9485 - val_mean_squared_error: 1199.9485
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 65.1507 - mean_squared_error: 65.1507 - val_loss: 1735.6841 - val_mean_squared_error: 1735.6841
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 59.8687 - mean_squared_error: 59.8687 - val_loss: 2190.3235 - val_mean_squared_error: 2190.3235
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 52.8472 - mean_squared_error: 52.8472 - val_loss: 2272.4719 - val_mean_squared_error: 2272.4719
Epoch 6/25
81/81 [==============================] - 1s 17ms/step - loss: 52.8638 - mean_squared_error: 52.8638 - val_loss: 2487.7668 - val_mean_squared_error: 2487.7668
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 39.9431 - mean_squared_error: 39.9431 - val_loss: 2410.0842 - val_mean_squared_error: 2410.0842
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 43.9050 - mean_squared_error: 43.9050 - val_loss: 2259.0430 - val_mean_squared_error: 2259.0430
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 45.7901 - mean_squared_error: 45.7901 - val_loss: 2464.2239 - val_mean_squared_error: 2464.2236
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 38.5569 - mean_squared_error: 38.5569 - val_loss: 2470.6755 - val_mean_squared_error: 2470.6755
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 37.9664 - mean_squared_error: 37.9664 - val_loss: 2431.4917 - val_mean_squared_error: 2431.4917
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 33.8826 - mean_squared_error: 33.8826 - val_loss: 2415.4482 - val_mean_squared_error: 2415.4482
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 38.1271 - mean_squared_error: 38.1271 - val_loss: 2283.1797 - val_mean_squared_error: 2283.1797
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 37.6266 - mean_squared_error: 37.6266 - val_loss: 2390.0247 - val_mean_squared_error: 2390.0247
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 34.8339 - mean_squared_error: 34.8339 - val_loss: 2308.9014 - val_mean_squared_error: 2308.9014
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 41.9862 - mean_squared_error: 41.9862 - val_loss: 2367.9050 - val_mean_squared_error: 2367.9050
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 38.3378 - mean_squared_error: 38.3378 - val_loss: 2447.0298 - val_mean_squared_error: 2447.0298
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 37.7961 - mean_squared_error: 37.7961 - val_loss: 2378.0569 - val_mean_squared_error: 2378.0569
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 40.1468 - mean_squared_error: 40.1468 - val_loss: 2337.9736 - val_mean_squared_error: 2337.9736
Epoch 20/25
81/81 [==============================] - 1s 10ms/step - loss: 36.4497 - mean_squared_error: 36.4497 - val_loss: 2227.6746 - val_mean_squared_error: 2227.6746
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 34.3840 - mean_squared_error: 34.3840 - val_loss: 2328.8748 - val_mean_squared_error: 2328.8748
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 34.3850 - mean_squared_error: 34.3850 - val_loss: 2269.6038 - val_mean_squared_error: 2269.6038
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 35.9453 - mean_squared_error: 35.9453 - val_loss: 2289.9541 - val_mean_squared_error: 2289.9539
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 30.0630 - mean_squared_error: 30.0630 - val_loss: 2431.7593 - val_mean_squared_error: 2431.7593
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0657 - mean_squared_error: 38.0657 - val_loss: 2248.9465 - val_mean_squared_error: 2248.9465
2022-12-09 12:09:45.224971: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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 ...
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:09:45.981732: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2362.1265 - mean_squared_error: 2362.1265
2022-12-09 12:09:51.928972: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 67ms/step - loss: 2362.1265 - mean_squared_error: 2362.1265 - val_loss: 723.6876 - val_mean_squared_error: 723.6876
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 121.2782 - mean_squared_error: 121.2782 - val_loss: 1204.9366 - val_mean_squared_error: 1204.9366
Epoch 3/25
81/81 [==============================] - 1s 14ms/step - loss: 59.5985 - mean_squared_error: 59.5985 - val_loss: 1911.5470 - val_mean_squared_error: 1911.5470
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 55.9381 - mean_squared_error: 55.9381 - val_loss: 2319.9507 - val_mean_squared_error: 2319.9507
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 43.6759 - mean_squared_error: 43.6759 - val_loss: 2551.4937 - val_mean_squared_error: 2551.4937
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 59.4036 - mean_squared_error: 59.4036 - val_loss: 2576.1765 - val_mean_squared_error: 2576.1765
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 42.8837 - mean_squared_error: 42.8837 - val_loss: 2529.0591 - val_mean_squared_error: 2529.0591
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 44.4379 - mean_squared_error: 44.4379 - val_loss: 2537.7861 - val_mean_squared_error: 2537.7861
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 45.0728 - mean_squared_error: 45.0728 - val_loss: 2537.9077 - val_mean_squared_error: 2537.9077
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 43.0989 - mean_squared_error: 43.0989 - val_loss: 2595.1936 - val_mean_squared_error: 2595.1936
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 38.7452 - mean_squared_error: 38.7452 - val_loss: 2510.5022 - val_mean_squared_error: 2510.5022
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 40.3088 - mean_squared_error: 40.3088 - val_loss: 2568.2993 - val_mean_squared_error: 2568.2993
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 49.6956 - mean_squared_error: 49.6956 - val_loss: 2425.6794 - val_mean_squared_error: 2425.6794
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 40.5803 - mean_squared_error: 40.5803 - val_loss: 2454.9058 - val_mean_squared_error: 2454.9058
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 37.7448 - mean_squared_error: 37.7448 - val_loss: 2407.2048 - val_mean_squared_error: 2407.2048
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 38.4831 - mean_squared_error: 38.4831 - val_loss: 2456.1062 - val_mean_squared_error: 2456.1062
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 38.3206 - mean_squared_error: 38.3206 - val_loss: 2319.4824 - val_mean_squared_error: 2319.4824
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 38.2370 - mean_squared_error: 38.2370 - val_loss: 2347.7532 - val_mean_squared_error: 2347.7532
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 40.1199 - mean_squared_error: 40.1199 - val_loss: 2335.5796 - val_mean_squared_error: 2335.5796
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 38.2942 - mean_squared_error: 38.2942 - val_loss: 2389.5728 - val_mean_squared_error: 2389.5728
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 37.3471 - mean_squared_error: 37.3471 - val_loss: 2395.5649 - val_mean_squared_error: 2395.5647
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 41.6929 - mean_squared_error: 41.6929 - val_loss: 2480.4062 - val_mean_squared_error: 2480.4062
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 41.2970 - mean_squared_error: 41.2970 - val_loss: 2283.6321 - val_mean_squared_error: 2283.6321
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 41.4739 - mean_squared_error: 41.4739 - val_loss: 2260.6487 - val_mean_squared_error: 2260.6487
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 34.4157 - mean_squared_error: 34.4157 - val_loss: 2367.1670 - val_mean_squared_error: 2367.1670
2022-12-09 12:10:11.169238: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0009753984458748943
Generation:  30
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 12:10:11.930008: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2436.1663 - mean_squared_error: 2436.1663
2022-12-09 12:10:17.488215: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2436.1663 - mean_squared_error: 2436.1663 - val_loss: 1077.7877 - val_mean_squared_error: 1077.7877
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 191.8385 - mean_squared_error: 191.8385 - val_loss: 1503.6694 - val_mean_squared_error: 1503.6694
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 91.0562 - mean_squared_error: 91.0562 - val_loss: 1588.1941 - val_mean_squared_error: 1588.1941
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 61.3511 - mean_squared_error: 61.3511 - val_loss: 2015.3739 - val_mean_squared_error: 2015.3739
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 55.5179 - mean_squared_error: 55.5179 - val_loss: 2061.2832 - val_mean_squared_error: 2061.2832
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 52.9811 - mean_squared_error: 52.9811 - val_loss: 2415.8567 - val_mean_squared_error: 2415.8567
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 52.8442 - mean_squared_error: 52.8442 - val_loss: 2400.3279 - val_mean_squared_error: 2400.3279
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 48.0246 - mean_squared_error: 48.0246 - val_loss: 2348.6160 - val_mean_squared_error: 2348.6160
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 43.4165 - mean_squared_error: 43.4165 - val_loss: 2542.8650 - val_mean_squared_error: 2542.8650
Epoch 10/25
81/81 [==============================] - 1s 15ms/step - loss: 49.3715 - mean_squared_error: 49.3715 - val_loss: 2378.9490 - val_mean_squared_error: 2378.9490
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 39.4786 - mean_squared_error: 39.4786 - val_loss: 2401.9351 - val_mean_squared_error: 2401.9351
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 54.5862 - mean_squared_error: 54.5862 - val_loss: 2464.3586 - val_mean_squared_error: 2464.3586
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 44.7886 - mean_squared_error: 44.7886 - val_loss: 2168.2173 - val_mean_squared_error: 2168.2173
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 40.8730 - mean_squared_error: 40.8730 - val_loss: 2459.4832 - val_mean_squared_error: 2459.4832
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 47.6969 - mean_squared_error: 47.6969 - val_loss: 2429.7456 - val_mean_squared_error: 2429.7456
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 39.5382 - mean_squared_error: 39.5382 - val_loss: 2309.7371 - val_mean_squared_error: 2309.7371
Epoch 17/25
81/81 [==============================] - 1s 10ms/step - loss: 46.4665 - mean_squared_error: 46.4665 - val_loss: 2364.5322 - val_mean_squared_error: 2364.5322
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 43.1877 - mean_squared_error: 43.1877 - val_loss: 2317.7031 - val_mean_squared_error: 2317.7031
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 41.2119 - mean_squared_error: 41.2119 - val_loss: 2206.1052 - val_mean_squared_error: 2206.1052
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 47.3535 - mean_squared_error: 47.3535 - val_loss: 2213.8152 - val_mean_squared_error: 2213.8152
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 38.2137 - mean_squared_error: 38.2137 - val_loss: 2083.4304 - val_mean_squared_error: 2083.4302
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 39.1052 - mean_squared_error: 39.1051 - val_loss: 2144.7827 - val_mean_squared_error: 2144.7827
Epoch 23/25
81/81 [==============================] - 1s 10ms/step - loss: 42.6939 - mean_squared_error: 42.6939 - val_loss: 2001.5133 - val_mean_squared_error: 2001.5133
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 40.9143 - mean_squared_error: 40.9143 - val_loss: 2065.9294 - val_mean_squared_error: 2065.9294
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 40.9767 - mean_squared_error: 40.9767 - val_loss: 2273.7019 - val_mean_squared_error: 2273.7019
2022-12-09 12:10:36.921642: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.25436535 ... 0.         0.         0.        ]
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 12:10:37.718738: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2393.9102 - mean_squared_error: 2393.9102
2022-12-09 12:10:43.334771: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2393.9102 - mean_squared_error: 2393.9102 - val_loss: 1185.0421 - val_mean_squared_error: 1185.0421
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 131.0853 - mean_squared_error: 131.0853 - val_loss: 1332.7944 - val_mean_squared_error: 1332.7944
Epoch 3/25
81/81 [==============================] - 1s 17ms/step - loss: 63.4185 - mean_squared_error: 63.4185 - val_loss: 1601.3271 - val_mean_squared_error: 1601.3271
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 52.9501 - mean_squared_error: 52.9501 - val_loss: 2006.1475 - val_mean_squared_error: 2006.1475
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 46.8506 - mean_squared_error: 46.8506 - val_loss: 2271.9612 - val_mean_squared_error: 2271.9612
Epoch 6/25
81/81 [==============================] - 1s 14ms/step - loss: 42.1637 - mean_squared_error: 42.1637 - val_loss: 2203.7771 - val_mean_squared_error: 2203.7771
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 42.6930 - mean_squared_error: 42.6930 - val_loss: 2310.4824 - val_mean_squared_error: 2310.4824
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 50.6752 - mean_squared_error: 50.6752 - val_loss: 2337.0942 - val_mean_squared_error: 2337.0940
Epoch 9/25
81/81 [==============================] - 1s 11ms/step - loss: 45.3220 - mean_squared_error: 45.3220 - val_loss: 2322.6597 - val_mean_squared_error: 2322.6597
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 37.8296 - mean_squared_error: 37.8296 - val_loss: 2267.9321 - val_mean_squared_error: 2267.9321
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 37.6158 - mean_squared_error: 37.6158 - val_loss: 2223.7344 - val_mean_squared_error: 2223.7344
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 36.9391 - mean_squared_error: 36.9391 - val_loss: 2177.9746 - val_mean_squared_error: 2177.9746
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 39.4910 - mean_squared_error: 39.4910 - val_loss: 2171.1177 - val_mean_squared_error: 2171.1177
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 51.3662 - mean_squared_error: 51.3662 - val_loss: 2217.6611 - val_mean_squared_error: 2217.6611
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 38.2141 - mean_squared_error: 38.2141 - val_loss: 2084.9849 - val_mean_squared_error: 2084.9849
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 33.0107 - mean_squared_error: 33.0107 - val_loss: 2139.2573 - val_mean_squared_error: 2139.2573
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 34.2545 - mean_squared_error: 34.2545 - val_loss: 2159.3623 - val_mean_squared_error: 2159.3623
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 42.9706 - mean_squared_error: 42.9706 - val_loss: 2089.1433 - val_mean_squared_error: 2089.1433
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 42.7315 - mean_squared_error: 42.7315 - val_loss: 1770.3287 - val_mean_squared_error: 1770.3287
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 34.5528 - mean_squared_error: 34.5528 - val_loss: 1892.3192 - val_mean_squared_error: 1892.3192
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 38.1687 - mean_squared_error: 38.1687 - val_loss: 1929.6931 - val_mean_squared_error: 1929.6931
Epoch 22/25
81/81 [==============================] - 1s 10ms/step - loss: 35.4985 - mean_squared_error: 35.4985 - val_loss: 1995.9834 - val_mean_squared_error: 1995.9834
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 33.6059 - mean_squared_error: 33.6059 - val_loss: 1837.4556 - val_mean_squared_error: 1837.4556
Epoch 24/25
81/81 [==============================] - 1s 18ms/step - loss: 33.2166 - mean_squared_error: 33.2166 - val_loss: 1832.9927 - val_mean_squared_error: 1832.9927
Epoch 25/25
81/81 [==============================] - 1s 13ms/step - loss: 32.9456 - mean_squared_error: 32.9456 - val_loss: 1710.7976 - val_mean_squared_error: 1710.7976
2022-12-09 12:11:04.672963: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 ...
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(2577, 47)
(286, 47)
Epoch 1/25
2022-12-09 12:11:05.748087: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2433.3257 - mean_squared_error: 2433.3257
2022-12-09 12:11:11.457425: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2433.3257 - mean_squared_error: 2433.3257 - val_loss: 1135.0090 - val_mean_squared_error: 1135.0090
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 129.5338 - mean_squared_error: 129.5338 - val_loss: 1465.6964 - val_mean_squared_error: 1465.6964
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 62.1955 - mean_squared_error: 62.1955 - val_loss: 2395.9194 - val_mean_squared_error: 2395.9194
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 53.1886 - mean_squared_error: 53.1886 - val_loss: 2748.8752 - val_mean_squared_error: 2748.8752
Epoch 5/25
81/81 [==============================] - 2s 24ms/step - loss: 52.7299 - mean_squared_error: 52.7299 - val_loss: 2746.8694 - val_mean_squared_error: 2746.8694
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 54.5971 - mean_squared_error: 54.5971 - val_loss: 2801.7300 - val_mean_squared_error: 2801.7300
Epoch 7/25
81/81 [==============================] - 1s 11ms/step - loss: 44.2678 - mean_squared_error: 44.2678 - val_loss: 2803.7175 - val_mean_squared_error: 2803.7175
Epoch 8/25
81/81 [==============================] - 1s 12ms/step - loss: 41.4465 - mean_squared_error: 41.4465 - val_loss: 2787.3799 - val_mean_squared_error: 2787.3799
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 42.7826 - mean_squared_error: 42.7826 - val_loss: 2742.8621 - val_mean_squared_error: 2742.8621
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 49.7815 - mean_squared_error: 49.7815 - val_loss: 2733.5251 - val_mean_squared_error: 2733.5251
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 44.9832 - mean_squared_error: 44.9832 - val_loss: 2706.0039 - val_mean_squared_error: 2706.0039
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 39.9524 - mean_squared_error: 39.9524 - val_loss: 2692.6062 - val_mean_squared_error: 2692.6062
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 36.2483 - mean_squared_error: 36.2483 - val_loss: 2729.4204 - val_mean_squared_error: 2729.4204
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 39.8255 - mean_squared_error: 39.8255 - val_loss: 2655.2048 - val_mean_squared_error: 2655.2048
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 40.2566 - mean_squared_error: 40.2566 - val_loss: 2705.5781 - val_mean_squared_error: 2705.5781
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 45.1508 - mean_squared_error: 45.1508 - val_loss: 2729.1294 - val_mean_squared_error: 2729.1294
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 37.9501 - mean_squared_error: 37.9501 - val_loss: 2632.7693 - val_mean_squared_error: 2632.7693
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 40.9964 - mean_squared_error: 40.9964 - val_loss: 2641.7361 - val_mean_squared_error: 2641.7361
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 42.5433 - mean_squared_error: 42.5433 - val_loss: 2573.5903 - val_mean_squared_error: 2573.5903
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 41.8025 - mean_squared_error: 41.8025 - val_loss: 2505.0437 - val_mean_squared_error: 2505.0437
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 32.3665 - mean_squared_error: 32.3665 - val_loss: 2599.6025 - val_mean_squared_error: 2599.6025
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 38.5797 - mean_squared_error: 38.5797 - val_loss: 2632.6372 - val_mean_squared_error: 2632.6372
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 45.2995 - mean_squared_error: 45.2995 - val_loss: 2501.0820 - val_mean_squared_error: 2501.0820
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 42.3467 - mean_squared_error: 42.3467 - val_loss: 2571.0640 - val_mean_squared_error: 2571.0640
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 45.1704 - mean_squared_error: 45.1704 - val_loss: 2414.3064 - val_mean_squared_error: 2414.3064
2022-12-09 12:11:31.468963: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:11:32.228880: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2350.7068 - mean_squared_error: 2350.7068
2022-12-09 12:11:38.004144: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2350.7068 - mean_squared_error: 2350.7068 - val_loss: 885.3150 - val_mean_squared_error: 885.3150
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 110.9800 - mean_squared_error: 110.9800 - val_loss: 1145.2993 - val_mean_squared_error: 1145.2993
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 65.6199 - mean_squared_error: 65.6199 - val_loss: 1799.1990 - val_mean_squared_error: 1799.1990
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 54.6645 - mean_squared_error: 54.6645 - val_loss: 2300.2700 - val_mean_squared_error: 2300.2700
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 49.2626 - mean_squared_error: 49.2626 - val_loss: 2470.3206 - val_mean_squared_error: 2470.3206
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 40.0987 - mean_squared_error: 40.0987 - val_loss: 2541.4634 - val_mean_squared_error: 2541.4634
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 38.6850 - mean_squared_error: 38.6850 - val_loss: 2549.2559 - val_mean_squared_error: 2549.2559
Epoch 8/25
81/81 [==============================] - 2s 23ms/step - loss: 39.8439 - mean_squared_error: 39.8439 - val_loss: 2529.8906 - val_mean_squared_error: 2529.8906
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 40.1806 - mean_squared_error: 40.1806 - val_loss: 2530.4800 - val_mean_squared_error: 2530.4800
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 37.2955 - mean_squared_error: 37.2955 - val_loss: 2593.5671 - val_mean_squared_error: 2593.5671
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 37.5074 - mean_squared_error: 37.5074 - val_loss: 2566.1013 - val_mean_squared_error: 2566.1013
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 37.7939 - mean_squared_error: 37.7939 - val_loss: 2491.1770 - val_mean_squared_error: 2491.1770
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 39.2800 - mean_squared_error: 39.2800 - val_loss: 2639.6143 - val_mean_squared_error: 2639.6143
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 36.2825 - mean_squared_error: 36.2825 - val_loss: 2483.4519 - val_mean_squared_error: 2483.4519
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 35.2293 - mean_squared_error: 35.2293 - val_loss: 2461.3169 - val_mean_squared_error: 2461.3169
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 39.7932 - mean_squared_error: 39.7932 - val_loss: 2381.7617 - val_mean_squared_error: 2381.7617
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 33.2422 - mean_squared_error: 33.2422 - val_loss: 2458.7090 - val_mean_squared_error: 2458.7090
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 40.1574 - mean_squared_error: 40.1574 - val_loss: 2473.4736 - val_mean_squared_error: 2473.4736
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 35.6154 - mean_squared_error: 35.6154 - val_loss: 2563.5903 - val_mean_squared_error: 2563.5903
Epoch 20/25
81/81 [==============================] - 1s 11ms/step - loss: 39.7522 - mean_squared_error: 39.7522 - val_loss: 2457.2839 - val_mean_squared_error: 2457.2839
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 43.8460 - mean_squared_error: 43.8460 - val_loss: 2470.0122 - val_mean_squared_error: 2470.0122
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 36.8234 - mean_squared_error: 36.8234 - val_loss: 2443.3804 - val_mean_squared_error: 2443.3804
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 39.7663 - mean_squared_error: 39.7663 - val_loss: 2342.8115 - val_mean_squared_error: 2342.8115
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 41.9255 - mean_squared_error: 41.9255 - val_loss: 2302.8503 - val_mean_squared_error: 2302.8503
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 38.5940 - mean_squared_error: 38.5940 - val_loss: 2356.5654 - val_mean_squared_error: 2356.5654
2022-12-09 12:11:58.042366: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.25015142 0.12548801 ... 0.         0.         0.        ]
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 12:11:58.932012: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2519.5952 - mean_squared_error: 2519.5952
2022-12-09 12:12:04.470052: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2519.5952 - mean_squared_error: 2519.5952 - val_loss: 1051.0892 - val_mean_squared_error: 1051.0892
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 221.6568 - mean_squared_error: 221.6568 - val_loss: 1414.4797 - val_mean_squared_error: 1414.4796
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 114.8382 - mean_squared_error: 114.8382 - val_loss: 1855.9337 - val_mean_squared_error: 1855.9337
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 60.7553 - mean_squared_error: 60.7553 - val_loss: 1987.0620 - val_mean_squared_error: 1987.0620
Epoch 5/25
81/81 [==============================] - 1s 13ms/step - loss: 47.6139 - mean_squared_error: 47.6139 - val_loss: 2237.1631 - val_mean_squared_error: 2237.1631
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 48.3528 - mean_squared_error: 48.3528 - val_loss: 2415.2212 - val_mean_squared_error: 2415.2212
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 45.9397 - mean_squared_error: 45.9397 - val_loss: 2543.6826 - val_mean_squared_error: 2543.6826
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 50.2520 - mean_squared_error: 50.2520 - val_loss: 2630.2400 - val_mean_squared_error: 2630.2400
Epoch 9/25
81/81 [==============================] - 1s 12ms/step - loss: 42.2528 - mean_squared_error: 42.2528 - val_loss: 2591.0312 - val_mean_squared_error: 2591.0312
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 39.4090 - mean_squared_error: 39.4090 - val_loss: 2555.3367 - val_mean_squared_error: 2555.3367
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 45.3124 - mean_squared_error: 45.3124 - val_loss: 2528.6799 - val_mean_squared_error: 2528.6799
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 39.6943 - mean_squared_error: 39.6943 - val_loss: 2479.7488 - val_mean_squared_error: 2479.7488
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 43.5415 - mean_squared_error: 43.5415 - val_loss: 2483.7236 - val_mean_squared_error: 2483.7236
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 48.7199 - mean_squared_error: 48.7199 - val_loss: 2604.2361 - val_mean_squared_error: 2604.2361
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 44.2836 - mean_squared_error: 44.2836 - val_loss: 2502.3945 - val_mean_squared_error: 2502.3945
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 40.1520 - mean_squared_error: 40.1520 - val_loss: 2452.8159 - val_mean_squared_error: 2452.8159
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 49.1355 - mean_squared_error: 49.1355 - val_loss: 2616.6819 - val_mean_squared_error: 2616.6819
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 36.6188 - mean_squared_error: 36.6188 - val_loss: 2320.3586 - val_mean_squared_error: 2320.3586
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 50.2423 - mean_squared_error: 50.2423 - val_loss: 2412.5486 - val_mean_squared_error: 2412.5486
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 47.7916 - mean_squared_error: 47.7916 - val_loss: 2485.2852 - val_mean_squared_error: 2485.2852
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 37.7585 - mean_squared_error: 37.7585 - val_loss: 2082.7954 - val_mean_squared_error: 2082.7954
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 41.9144 - mean_squared_error: 41.9144 - val_loss: 2196.9451 - val_mean_squared_error: 2196.9451
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 41.8446 - mean_squared_error: 41.8446 - val_loss: 2309.6416 - val_mean_squared_error: 2309.6416
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 38.6698 - mean_squared_error: 38.6698 - val_loss: 2237.3657 - val_mean_squared_error: 2237.3657
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 37.9983 - mean_squared_error: 37.9983 - val_loss: 2341.7329 - val_mean_squared_error: 2341.7327
2022-12-09 12:12:23.537680: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0005782008912589734
Generation:  31
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 12:12:24.285975: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2360.6914 - mean_squared_error: 2360.6914
2022-12-09 12:12:29.858151: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2360.6914 - mean_squared_error: 2360.6914 - val_loss: 897.8847 - val_mean_squared_error: 897.8847
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 130.6770 - mean_squared_error: 130.6770 - val_loss: 1244.9264 - val_mean_squared_error: 1244.9264
Epoch 3/25
81/81 [==============================] - 1s 16ms/step - loss: 59.3137 - mean_squared_error: 59.3137 - val_loss: 1591.7018 - val_mean_squared_error: 1591.7018
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 52.4917 - mean_squared_error: 52.4917 - val_loss: 2092.1216 - val_mean_squared_error: 2092.1216
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 47.1616 - mean_squared_error: 47.1616 - val_loss: 2343.9858 - val_mean_squared_error: 2343.9858
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 44.4685 - mean_squared_error: 44.4685 - val_loss: 2260.4514 - val_mean_squared_error: 2260.4514
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 42.3117 - mean_squared_error: 42.3117 - val_loss: 2260.7988 - val_mean_squared_error: 2260.7988
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 43.7054 - mean_squared_error: 43.7054 - val_loss: 2140.5884 - val_mean_squared_error: 2140.5884
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 38.1977 - mean_squared_error: 38.1977 - val_loss: 2195.8667 - val_mean_squared_error: 2195.8667
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 34.1909 - mean_squared_error: 34.1909 - val_loss: 2199.8076 - val_mean_squared_error: 2199.8076
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 41.4856 - mean_squared_error: 41.4856 - val_loss: 2190.2529 - val_mean_squared_error: 2190.2527
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 41.5604 - mean_squared_error: 41.5604 - val_loss: 2059.6675 - val_mean_squared_error: 2059.6675
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 43.7608 - mean_squared_error: 43.7608 - val_loss: 2153.9272 - val_mean_squared_error: 2153.9272
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 30.7900 - mean_squared_error: 30.7900 - val_loss: 2053.4780 - val_mean_squared_error: 2053.4778
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 39.4022 - mean_squared_error: 39.4022 - val_loss: 1901.9768 - val_mean_squared_error: 1901.9768
Epoch 16/25
81/81 [==============================] - 1s 10ms/step - loss: 39.6912 - mean_squared_error: 39.6912 - val_loss: 1983.4259 - val_mean_squared_error: 1983.4259
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 35.3857 - mean_squared_error: 35.3857 - val_loss: 2011.6499 - val_mean_squared_error: 2011.6499
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 37.4242 - mean_squared_error: 37.4242 - val_loss: 1681.2230 - val_mean_squared_error: 1681.2230
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 38.2968 - mean_squared_error: 38.2968 - val_loss: 1784.7384 - val_mean_squared_error: 1784.7384
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 40.2279 - mean_squared_error: 40.2279 - val_loss: 1930.2091 - val_mean_squared_error: 1930.2091
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 30.5258 - mean_squared_error: 30.5258 - val_loss: 1795.5409 - val_mean_squared_error: 1795.5409
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 35.4081 - mean_squared_error: 35.4081 - val_loss: 1742.2886 - val_mean_squared_error: 1742.2886
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 34.6080 - mean_squared_error: 34.6080 - val_loss: 1785.1631 - val_mean_squared_error: 1785.1631
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 37.7858 - mean_squared_error: 37.7858 - val_loss: 1778.4586 - val_mean_squared_error: 1778.4586
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 41.8064 - mean_squared_error: 41.8064 - val_loss: 1723.5220 - val_mean_squared_error: 1723.5220
2022-12-09 12:12:49.134065: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 12:12:50.042697: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2432.6040 - mean_squared_error: 2432.6040
2022-12-09 12:12:55.689015: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2432.6040 - mean_squared_error: 2432.6040 - val_loss: 1087.5614 - val_mean_squared_error: 1087.5614
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 191.5020 - mean_squared_error: 191.5020 - val_loss: 1588.7286 - val_mean_squared_error: 1588.7286
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 90.3668 - mean_squared_error: 90.3668 - val_loss: 1635.3296 - val_mean_squared_error: 1635.3296
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 64.8592 - mean_squared_error: 64.8592 - val_loss: 1905.2094 - val_mean_squared_error: 1905.2094
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 56.9178 - mean_squared_error: 56.9178 - val_loss: 2006.0741 - val_mean_squared_error: 2006.0741
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 51.1301 - mean_squared_error: 51.1301 - val_loss: 2051.6104 - val_mean_squared_error: 2051.6104
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 53.2133 - mean_squared_error: 53.2133 - val_loss: 1979.9602 - val_mean_squared_error: 1979.9602
Epoch 8/25
81/81 [==============================] - 1s 15ms/step - loss: 56.4470 - mean_squared_error: 56.4470 - val_loss: 1946.7589 - val_mean_squared_error: 1946.7589
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 43.6834 - mean_squared_error: 43.6834 - val_loss: 1856.8734 - val_mean_squared_error: 1856.8734
Epoch 10/25
81/81 [==============================] - 1s 13ms/step - loss: 49.2638 - mean_squared_error: 49.2638 - val_loss: 1755.8834 - val_mean_squared_error: 1755.8834
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 44.6117 - mean_squared_error: 44.6117 - val_loss: 2017.1460 - val_mean_squared_error: 2017.1460
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 42.6831 - mean_squared_error: 42.6831 - val_loss: 1586.7731 - val_mean_squared_error: 1586.7731
Epoch 13/25
81/81 [==============================] - 1s 13ms/step - loss: 42.1385 - mean_squared_error: 42.1385 - val_loss: 1688.4651 - val_mean_squared_error: 1688.4651
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 39.4172 - mean_squared_error: 39.4172 - val_loss: 1746.5771 - val_mean_squared_error: 1746.5771
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 42.7216 - mean_squared_error: 42.7216 - val_loss: 1466.8866 - val_mean_squared_error: 1466.8866
Epoch 16/25
81/81 [==============================] - 1s 10ms/step - loss: 41.6580 - mean_squared_error: 41.6580 - val_loss: 1667.7688 - val_mean_squared_error: 1667.7688
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 38.4846 - mean_squared_error: 38.4846 - val_loss: 1724.8699 - val_mean_squared_error: 1724.8699
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 41.0563 - mean_squared_error: 41.0563 - val_loss: 1636.2407 - val_mean_squared_error: 1636.2407
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 35.2912 - mean_squared_error: 35.2912 - val_loss: 1449.7008 - val_mean_squared_error: 1449.7008
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 47.0561 - mean_squared_error: 47.0561 - val_loss: 1344.9413 - val_mean_squared_error: 1344.9413
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 36.1992 - mean_squared_error: 36.1992 - val_loss: 1352.0468 - val_mean_squared_error: 1352.0468
Epoch 22/25
81/81 [==============================] - 1s 10ms/step - loss: 42.9490 - mean_squared_error: 42.9490 - val_loss: 1381.5972 - val_mean_squared_error: 1381.5972
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 42.9985 - mean_squared_error: 42.9985 - val_loss: 1539.0397 - val_mean_squared_error: 1539.0397
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 46.1215 - mean_squared_error: 46.1215 - val_loss: 1539.9691 - val_mean_squared_error: 1539.9691
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 37.8542 - mean_squared_error: 37.8542 - val_loss: 1518.3151 - val_mean_squared_error: 1518.3151
2022-12-09 12:13:15.953992: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 12:13:23.327724: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2431.1907 - mean_squared_error: 2431.1907
2022-12-09 12:13:29.300452: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 13s 63ms/step - loss: 2431.1907 - mean_squared_error: 2431.1907 - val_loss: 1229.0472 - val_mean_squared_error: 1229.0472
Epoch 2/25
81/81 [==============================] - 2s 19ms/step - loss: 231.4881 - mean_squared_error: 231.4881 - val_loss: 1699.6841 - val_mean_squared_error: 1699.6841
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 114.2668 - mean_squared_error: 114.2668 - val_loss: 1846.8944 - val_mean_squared_error: 1846.8944
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 62.6299 - mean_squared_error: 62.6299 - val_loss: 1941.0940 - val_mean_squared_error: 1941.0940
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 52.9738 - mean_squared_error: 52.9738 - val_loss: 2009.6807 - val_mean_squared_error: 2009.6807
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 47.2113 - mean_squared_error: 47.2113 - val_loss: 2101.0986 - val_mean_squared_error: 2101.0986
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 41.0485 - mean_squared_error: 41.0485 - val_loss: 2089.1511 - val_mean_squared_error: 2089.1511
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 47.0707 - mean_squared_error: 47.0707 - val_loss: 2235.0693 - val_mean_squared_error: 2235.0691
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 41.7973 - mean_squared_error: 41.7973 - val_loss: 2251.5068 - val_mean_squared_error: 2251.5068
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 47.3997 - mean_squared_error: 47.3997 - val_loss: 2320.9658 - val_mean_squared_error: 2320.9658
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 41.5983 - mean_squared_error: 41.5983 - val_loss: 2157.0259 - val_mean_squared_error: 2157.0259
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 42.8648 - mean_squared_error: 42.8648 - val_loss: 2154.7354 - val_mean_squared_error: 2154.7354
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 41.6049 - mean_squared_error: 41.6049 - val_loss: 2050.6863 - val_mean_squared_error: 2050.6863
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 48.9976 - mean_squared_error: 48.9976 - val_loss: 2340.3030 - val_mean_squared_error: 2340.3030
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 50.0237 - mean_squared_error: 50.0237 - val_loss: 2115.6609 - val_mean_squared_error: 2115.6609
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 38.0495 - mean_squared_error: 38.0495 - val_loss: 1925.4849 - val_mean_squared_error: 1925.4849
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 38.5894 - mean_squared_error: 38.5894 - val_loss: 1993.7603 - val_mean_squared_error: 1993.7603
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 42.6523 - mean_squared_error: 42.6523 - val_loss: 2150.1631 - val_mean_squared_error: 2150.1631
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 36.2036 - mean_squared_error: 36.2036 - val_loss: 1897.7808 - val_mean_squared_error: 1897.7808
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 46.0963 - mean_squared_error: 46.0963 - val_loss: 2142.3718 - val_mean_squared_error: 2142.3718
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 45.3602 - mean_squared_error: 45.3602 - val_loss: 1859.5111 - val_mean_squared_error: 1859.5111
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 44.9269 - mean_squared_error: 44.9269 - val_loss: 2200.1211 - val_mean_squared_error: 2200.1211
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 39.3004 - mean_squared_error: 39.3004 - val_loss: 1956.8698 - val_mean_squared_error: 1956.8698
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 40.0033 - mean_squared_error: 40.0033 - val_loss: 1866.2273 - val_mean_squared_error: 1866.2273
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 36.4442 - mean_squared_error: 36.4442 - val_loss: 1820.1951 - val_mean_squared_error: 1820.1951
2022-12-09 12:13:48.460948: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.25436535 ... 0.         0.         0.        ]
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:13:49.203985: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2366.1328 - mean_squared_error: 2366.1328
2022-12-09 12:13:54.619733: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 61ms/step - loss: 2366.1328 - mean_squared_error: 2366.1328 - val_loss: 586.2496 - val_mean_squared_error: 586.2496
Epoch 2/25
81/81 [==============================] - 1s 15ms/step - loss: 111.7557 - mean_squared_error: 111.7557 - val_loss: 997.4612 - val_mean_squared_error: 997.4612
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 66.3006 - mean_squared_error: 66.3006 - val_loss: 1782.8140 - val_mean_squared_error: 1782.8140
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 51.3597 - mean_squared_error: 51.3597 - val_loss: 2305.8391 - val_mean_squared_error: 2305.8391
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 48.0809 - mean_squared_error: 48.0809 - val_loss: 2565.1277 - val_mean_squared_error: 2565.1277
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 44.7806 - mean_squared_error: 44.7806 - val_loss: 2690.8342 - val_mean_squared_error: 2690.8342
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 46.9726 - mean_squared_error: 46.9726 - val_loss: 2766.4155 - val_mean_squared_error: 2766.4155
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 42.0658 - mean_squared_error: 42.0658 - val_loss: 2764.9585 - val_mean_squared_error: 2764.9585
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 41.3489 - mean_squared_error: 41.3489 - val_loss: 2706.8071 - val_mean_squared_error: 2706.8071
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 41.5111 - mean_squared_error: 41.5111 - val_loss: 2818.2390 - val_mean_squared_error: 2818.2390
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 38.0443 - mean_squared_error: 38.0443 - val_loss: 2718.8972 - val_mean_squared_error: 2718.8972
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 43.3075 - mean_squared_error: 43.3075 - val_loss: 2681.9258 - val_mean_squared_error: 2681.9258
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 37.8928 - mean_squared_error: 37.8928 - val_loss: 2674.8271 - val_mean_squared_error: 2674.8271
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 36.7977 - mean_squared_error: 36.7977 - val_loss: 2719.5183 - val_mean_squared_error: 2719.5183
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 38.3151 - mean_squared_error: 38.3151 - val_loss: 2713.2429 - val_mean_squared_error: 2713.2429
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 38.8585 - mean_squared_error: 38.8585 - val_loss: 2697.8591 - val_mean_squared_error: 2697.8591
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 36.4443 - mean_squared_error: 36.4443 - val_loss: 2630.7949 - val_mean_squared_error: 2630.7949
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 34.4566 - mean_squared_error: 34.4566 - val_loss: 2602.9258 - val_mean_squared_error: 2602.9258
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0859 - mean_squared_error: 37.0859 - val_loss: 2547.6797 - val_mean_squared_error: 2547.6797
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 38.1578 - mean_squared_error: 38.1578 - val_loss: 2545.0586 - val_mean_squared_error: 2545.0586
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 41.9038 - mean_squared_error: 41.9038 - val_loss: 2601.2925 - val_mean_squared_error: 2601.2925
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 38.6000 - mean_squared_error: 38.6000 - val_loss: 2559.3206 - val_mean_squared_error: 2559.3203
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 29.8004 - mean_squared_error: 29.8004 - val_loss: 2553.7795 - val_mean_squared_error: 2553.7795
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 31.6844 - mean_squared_error: 31.6844 - val_loss: 2512.6458 - val_mean_squared_error: 2512.6458
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 38.4233 - mean_squared_error: 38.4233 - val_loss: 2487.6619 - val_mean_squared_error: 2487.6616
2022-12-09 12:14:13.266650: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.12548801 0.25436535 0.43662912 ... 0.         0.         0.        ]
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 12:14:13.904182: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2418.9678 - mean_squared_error: 2418.9678
2022-12-09 12:14:19.785683: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 66ms/step - loss: 2418.9678 - mean_squared_error: 2418.9678 - val_loss: 645.9247 - val_mean_squared_error: 645.9247
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 128.1137 - mean_squared_error: 128.1137 - val_loss: 1091.6477 - val_mean_squared_error: 1091.6477
Epoch 3/25
81/81 [==============================] - 1s 8ms/step - loss: 62.6050 - mean_squared_error: 62.6050 - val_loss: 1631.3087 - val_mean_squared_error: 1631.3087
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 48.5846 - mean_squared_error: 48.5846 - val_loss: 2096.5291 - val_mean_squared_error: 2096.5291
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 46.4743 - mean_squared_error: 46.4743 - val_loss: 2499.1191 - val_mean_squared_error: 2499.1191
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 44.9002 - mean_squared_error: 44.9002 - val_loss: 2575.4148 - val_mean_squared_error: 2575.4148
Epoch 7/25
81/81 [==============================] - 1s 11ms/step - loss: 38.3015 - mean_squared_error: 38.3015 - val_loss: 2730.0891 - val_mean_squared_error: 2730.0891
Epoch 8/25
81/81 [==============================] - 1s 11ms/step - loss: 46.4931 - mean_squared_error: 46.4931 - val_loss: 2665.2146 - val_mean_squared_error: 2665.2146
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 39.6553 - mean_squared_error: 39.6553 - val_loss: 2688.2854 - val_mean_squared_error: 2688.2854
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 40.7212 - mean_squared_error: 40.7212 - val_loss: 2709.0029 - val_mean_squared_error: 2709.0029
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 41.6212 - mean_squared_error: 41.6212 - val_loss: 2661.4832 - val_mean_squared_error: 2661.4829
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 37.3940 - mean_squared_error: 37.3940 - val_loss: 2753.2876 - val_mean_squared_error: 2753.2876
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 37.8437 - mean_squared_error: 37.8437 - val_loss: 2645.3860 - val_mean_squared_error: 2645.3860
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 46.7153 - mean_squared_error: 46.7153 - val_loss: 2736.6238 - val_mean_squared_error: 2736.6238
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 45.8374 - mean_squared_error: 45.8374 - val_loss: 2758.5024 - val_mean_squared_error: 2758.5022
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 35.3123 - mean_squared_error: 35.3123 - val_loss: 2770.3193 - val_mean_squared_error: 2770.3193
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 45.8665 - mean_squared_error: 45.8665 - val_loss: 2608.8550 - val_mean_squared_error: 2608.8550
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 39.1610 - mean_squared_error: 39.1610 - val_loss: 2682.0850 - val_mean_squared_error: 2682.0850
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 36.6696 - mean_squared_error: 36.6696 - val_loss: 2620.7070 - val_mean_squared_error: 2620.7070
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 38.3950 - mean_squared_error: 38.3950 - val_loss: 2611.1279 - val_mean_squared_error: 2611.1279
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0934 - mean_squared_error: 38.0934 - val_loss: 2582.0088 - val_mean_squared_error: 2582.0088
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 39.1172 - mean_squared_error: 39.1172 - val_loss: 2550.2156 - val_mean_squared_error: 2550.2156
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 39.9688 - mean_squared_error: 39.9688 - val_loss: 2549.1147 - val_mean_squared_error: 2549.1147
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 32.9438 - mean_squared_error: 32.9438 - val_loss: 2482.2319 - val_mean_squared_error: 2482.2319
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 40.6065 - mean_squared_error: 40.6065 - val_loss: 2508.7053 - val_mean_squared_error: 2508.7053
2022-12-09 12:14:38.139391: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0006511987834104085
Generation:  32
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 12:14:38.789951: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2403.3352 - mean_squared_error: 2403.3352
2022-12-09 12:14:44.292599: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2403.3352 - mean_squared_error: 2403.3352 - val_loss: 1058.5032 - val_mean_squared_error: 1058.5032
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 196.0053 - mean_squared_error: 196.0053 - val_loss: 1520.6250 - val_mean_squared_error: 1520.6250
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 90.3031 - mean_squared_error: 90.3031 - val_loss: 1906.9250 - val_mean_squared_error: 1906.9250
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 69.6705 - mean_squared_error: 69.6705 - val_loss: 2206.0725 - val_mean_squared_error: 2206.0725
Epoch 5/25
81/81 [==============================] - 1s 17ms/step - loss: 57.6309 - mean_squared_error: 57.6309 - val_loss: 2205.9216 - val_mean_squared_error: 2205.9216
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 55.2229 - mean_squared_error: 55.2229 - val_loss: 2195.9329 - val_mean_squared_error: 2195.9329
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 52.9142 - mean_squared_error: 52.9142 - val_loss: 2218.3433 - val_mean_squared_error: 2218.3433
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 42.7738 - mean_squared_error: 42.7738 - val_loss: 2244.7698 - val_mean_squared_error: 2244.7698
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 44.2601 - mean_squared_error: 44.2601 - val_loss: 2537.3574 - val_mean_squared_error: 2537.3574
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 40.3062 - mean_squared_error: 40.3062 - val_loss: 2215.2319 - val_mean_squared_error: 2215.2319
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 40.4174 - mean_squared_error: 40.4174 - val_loss: 2321.8528 - val_mean_squared_error: 2321.8528
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 43.1830 - mean_squared_error: 43.1830 - val_loss: 2339.7688 - val_mean_squared_error: 2339.7688
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 47.0963 - mean_squared_error: 47.0963 - val_loss: 2212.3420 - val_mean_squared_error: 2212.3420
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 43.5167 - mean_squared_error: 43.5167 - val_loss: 2116.4556 - val_mean_squared_error: 2116.4556
Epoch 15/25
81/81 [==============================] - 1s 10ms/step - loss: 39.7463 - mean_squared_error: 39.7463 - val_loss: 2161.7698 - val_mean_squared_error: 2161.7698
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 34.0255 - mean_squared_error: 34.0255 - val_loss: 2218.2971 - val_mean_squared_error: 2218.2971
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 40.7808 - mean_squared_error: 40.7808 - val_loss: 2307.9917 - val_mean_squared_error: 2307.9917
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 46.6991 - mean_squared_error: 46.6991 - val_loss: 2150.7786 - val_mean_squared_error: 2150.7786
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 41.0027 - mean_squared_error: 41.0027 - val_loss: 2137.9504 - val_mean_squared_error: 2137.9504
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 41.9183 - mean_squared_error: 41.9183 - val_loss: 1947.7336 - val_mean_squared_error: 1947.7336
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 42.5961 - mean_squared_error: 42.5961 - val_loss: 2039.6505 - val_mean_squared_error: 2039.6505
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 50.0623 - mean_squared_error: 50.0623 - val_loss: 2024.0354 - val_mean_squared_error: 2024.0354
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 37.9976 - mean_squared_error: 37.9976 - val_loss: 1895.1757 - val_mean_squared_error: 1895.1757
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 38.3637 - mean_squared_error: 38.3637 - val_loss: 2002.7327 - val_mean_squared_error: 2002.7327
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 36.1611 - mean_squared_error: 36.1611 - val_loss: 1889.4110 - val_mean_squared_error: 1889.4110
2022-12-09 12:15:03.397705: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 12:15:04.124672: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2391.8381 - mean_squared_error: 2391.8381
2022-12-09 12:15:09.319058: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2391.8381 - mean_squared_error: 2391.8381 - val_loss: 1144.8375 - val_mean_squared_error: 1144.8375
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 142.5525 - mean_squared_error: 142.5525 - val_loss: 1489.5026 - val_mean_squared_error: 1489.5026
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 57.2208 - mean_squared_error: 57.2208 - val_loss: 1810.3805 - val_mean_squared_error: 1810.3805
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 49.5569 - mean_squared_error: 49.5569 - val_loss: 2233.2449 - val_mean_squared_error: 2233.2449
Epoch 5/25
81/81 [==============================] - 1s 17ms/step - loss: 46.8143 - mean_squared_error: 46.8143 - val_loss: 2370.7969 - val_mean_squared_error: 2370.7969
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 44.1222 - mean_squared_error: 44.1222 - val_loss: 2612.6125 - val_mean_squared_error: 2612.6125
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 44.4244 - mean_squared_error: 44.4244 - val_loss: 2656.5339 - val_mean_squared_error: 2656.5339
Epoch 8/25
81/81 [==============================] - 1s 16ms/step - loss: 35.4741 - mean_squared_error: 35.4741 - val_loss: 2685.8718 - val_mean_squared_error: 2685.8718
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 44.8556 - mean_squared_error: 44.8556 - val_loss: 2568.7156 - val_mean_squared_error: 2568.7156
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 43.7477 - mean_squared_error: 43.7477 - val_loss: 2646.5647 - val_mean_squared_error: 2646.5647
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 33.5666 - mean_squared_error: 33.5666 - val_loss: 2589.8154 - val_mean_squared_error: 2589.8154
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 38.1483 - mean_squared_error: 38.1483 - val_loss: 2586.5283 - val_mean_squared_error: 2586.5283
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 40.3743 - mean_squared_error: 40.3743 - val_loss: 2637.3289 - val_mean_squared_error: 2637.3289
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 40.6632 - mean_squared_error: 40.6632 - val_loss: 2588.4255 - val_mean_squared_error: 2588.4255
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 42.2216 - mean_squared_error: 42.2216 - val_loss: 2597.2249 - val_mean_squared_error: 2597.2249
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 36.2911 - mean_squared_error: 36.2911 - val_loss: 2514.1167 - val_mean_squared_error: 2514.1167
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 40.9874 - mean_squared_error: 40.9874 - val_loss: 2602.2834 - val_mean_squared_error: 2602.2834
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 49.7409 - mean_squared_error: 49.7409 - val_loss: 2471.3469 - val_mean_squared_error: 2471.3469
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 46.8611 - mean_squared_error: 46.8611 - val_loss: 2583.9761 - val_mean_squared_error: 2583.9761
Epoch 20/25
81/81 [==============================] - 1s 10ms/step - loss: 36.5944 - mean_squared_error: 36.5944 - val_loss: 2420.8621 - val_mean_squared_error: 2420.8621
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 35.4808 - mean_squared_error: 35.4808 - val_loss: 2541.6453 - val_mean_squared_error: 2541.6453
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 37.4777 - mean_squared_error: 37.4777 - val_loss: 2471.7683 - val_mean_squared_error: 2471.7683
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 46.4704 - mean_squared_error: 46.4704 - val_loss: 2362.4316 - val_mean_squared_error: 2362.4316
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 35.9298 - mean_squared_error: 35.9298 - val_loss: 2492.5884 - val_mean_squared_error: 2492.5884
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 41.0396 - mean_squared_error: 41.0396 - val_loss: 2383.6294 - val_mean_squared_error: 2383.6294
2022-12-09 12:15:29.475619: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 12:15:30.179997: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2489.0957 - mean_squared_error: 2489.0957
2022-12-09 12:15:35.193491: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 54ms/step - loss: 2489.0957 - mean_squared_error: 2489.0957 - val_loss: 1295.0203 - val_mean_squared_error: 1295.0203
Epoch 2/25
81/81 [==============================] - 2s 24ms/step - loss: 220.2225 - mean_squared_error: 220.2225 - val_loss: 1907.4344 - val_mean_squared_error: 1907.4344
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 112.3997 - mean_squared_error: 112.3997 - val_loss: 2475.9380 - val_mean_squared_error: 2475.9380
Epoch 4/25
81/81 [==============================] - 1s 13ms/step - loss: 63.9625 - mean_squared_error: 63.9625 - val_loss: 2669.7114 - val_mean_squared_error: 2669.7114
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 49.2353 - mean_squared_error: 49.2353 - val_loss: 2800.6035 - val_mean_squared_error: 2800.6035
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 47.4672 - mean_squared_error: 47.4672 - val_loss: 2923.3140 - val_mean_squared_error: 2923.3137
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 46.3201 - mean_squared_error: 46.3201 - val_loss: 2947.6118 - val_mean_squared_error: 2947.6118
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 38.1586 - mean_squared_error: 38.1586 - val_loss: 2935.8394 - val_mean_squared_error: 2935.8391
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 43.3358 - mean_squared_error: 43.3358 - val_loss: 2870.0256 - val_mean_squared_error: 2870.0256
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 42.6261 - mean_squared_error: 42.6261 - val_loss: 2904.9724 - val_mean_squared_error: 2904.9724
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 44.9144 - mean_squared_error: 44.9144 - val_loss: 2914.0676 - val_mean_squared_error: 2914.0676
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 38.9965 - mean_squared_error: 38.9965 - val_loss: 2912.0710 - val_mean_squared_error: 2912.0710
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 43.0900 - mean_squared_error: 43.0900 - val_loss: 2821.6748 - val_mean_squared_error: 2821.6748
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 42.7389 - mean_squared_error: 42.7389 - val_loss: 2874.9312 - val_mean_squared_error: 2874.9312
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 36.9891 - mean_squared_error: 36.9891 - val_loss: 2872.0776 - val_mean_squared_error: 2872.0776
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 41.8352 - mean_squared_error: 41.8352 - val_loss: 2882.7971 - val_mean_squared_error: 2882.7971
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 41.4103 - mean_squared_error: 41.4103 - val_loss: 2796.4702 - val_mean_squared_error: 2796.4702
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 46.4059 - mean_squared_error: 46.4059 - val_loss: 2800.0847 - val_mean_squared_error: 2800.0847
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 33.9699 - mean_squared_error: 33.9699 - val_loss: 2826.1074 - val_mean_squared_error: 2826.1074
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 43.8964 - mean_squared_error: 43.8964 - val_loss: 2744.5312 - val_mean_squared_error: 2744.5312
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 39.5220 - mean_squared_error: 39.5220 - val_loss: 2781.4028 - val_mean_squared_error: 2781.4028
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 40.4584 - mean_squared_error: 40.4584 - val_loss: 2716.9453 - val_mean_squared_error: 2716.9453
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 44.6039 - mean_squared_error: 44.6039 - val_loss: 2658.1160 - val_mean_squared_error: 2658.1160
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 37.2062 - mean_squared_error: 37.2062 - val_loss: 2724.7424 - val_mean_squared_error: 2724.7424
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 42.0334 - mean_squared_error: 42.0334 - val_loss: 2604.9702 - val_mean_squared_error: 2604.9702
2022-12-09 12:15:54.437538: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:15:55.117926: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2359.9292 - mean_squared_error: 2359.9292
2022-12-09 12:16:00.847583: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 65ms/step - loss: 2359.9292 - mean_squared_error: 2359.9292 - val_loss: 857.1146 - val_mean_squared_error: 857.1146
Epoch 2/25
81/81 [==============================] - 1s 10ms/step - loss: 123.0200 - mean_squared_error: 123.0200 - val_loss: 1197.8379 - val_mean_squared_error: 1197.8379
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 67.2177 - mean_squared_error: 67.2177 - val_loss: 1743.8728 - val_mean_squared_error: 1743.8728
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 61.0495 - mean_squared_error: 61.0495 - val_loss: 2076.3828 - val_mean_squared_error: 2076.3828
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 49.0598 - mean_squared_error: 49.0598 - val_loss: 2128.4448 - val_mean_squared_error: 2128.4448
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 45.8432 - mean_squared_error: 45.8432 - val_loss: 2299.6367 - val_mean_squared_error: 2299.6367
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 41.0448 - mean_squared_error: 41.0448 - val_loss: 2344.3381 - val_mean_squared_error: 2344.3381
Epoch 8/25
81/81 [==============================] - 1s 12ms/step - loss: 48.8279 - mean_squared_error: 48.8279 - val_loss: 2375.8777 - val_mean_squared_error: 2375.8777
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 35.5516 - mean_squared_error: 35.5516 - val_loss: 2232.8452 - val_mean_squared_error: 2232.8452
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0662 - mean_squared_error: 38.0662 - val_loss: 2414.2058 - val_mean_squared_error: 2414.2058
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 36.1352 - mean_squared_error: 36.1352 - val_loss: 2355.0759 - val_mean_squared_error: 2355.0759
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 39.7764 - mean_squared_error: 39.7764 - val_loss: 2390.0376 - val_mean_squared_error: 2390.0376
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 40.5273 - mean_squared_error: 40.5273 - val_loss: 2330.1992 - val_mean_squared_error: 2330.1992
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 36.6597 - mean_squared_error: 36.6597 - val_loss: 2438.4553 - val_mean_squared_error: 2438.4553
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 42.8493 - mean_squared_error: 42.8493 - val_loss: 2350.1772 - val_mean_squared_error: 2350.1772
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 44.1877 - mean_squared_error: 44.1877 - val_loss: 2371.1260 - val_mean_squared_error: 2371.1260
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 35.3961 - mean_squared_error: 35.3961 - val_loss: 2282.5725 - val_mean_squared_error: 2282.5725
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 41.4500 - mean_squared_error: 41.4500 - val_loss: 2227.5288 - val_mean_squared_error: 2227.5288
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 36.2140 - mean_squared_error: 36.2140 - val_loss: 2195.2915 - val_mean_squared_error: 2195.2915
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 34.4789 - mean_squared_error: 34.4789 - val_loss: 2328.4800 - val_mean_squared_error: 2328.4800
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 34.8551 - mean_squared_error: 34.8551 - val_loss: 2239.1785 - val_mean_squared_error: 2239.1785
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 33.2175 - mean_squared_error: 33.2175 - val_loss: 2203.7280 - val_mean_squared_error: 2203.7280
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 39.9337 - mean_squared_error: 39.9337 - val_loss: 2145.6931 - val_mean_squared_error: 2145.6931
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 49.0769 - mean_squared_error: 49.0769 - val_loss: 2304.7964 - val_mean_squared_error: 2304.7964
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 45.8389 - mean_squared_error: 45.8389 - val_loss: 2133.1577 - val_mean_squared_error: 2133.1577
2022-12-09 12:16:18.760662: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 12:16:19.426367: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2410.3013 - mean_squared_error: 2410.3013
2022-12-09 12:16:24.604624: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2410.3013 - mean_squared_error: 2410.3013 - val_loss: 965.1138 - val_mean_squared_error: 965.1138
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 210.9637 - mean_squared_error: 210.9637 - val_loss: 1474.1718 - val_mean_squared_error: 1474.1716
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 89.6764 - mean_squared_error: 89.6764 - val_loss: 2150.9585 - val_mean_squared_error: 2150.9585
Epoch 4/25
81/81 [==============================] - 1s 16ms/step - loss: 68.5667 - mean_squared_error: 68.5667 - val_loss: 2714.2488 - val_mean_squared_error: 2714.2488
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 58.3788 - mean_squared_error: 58.3788 - val_loss: 2776.6501 - val_mean_squared_error: 2776.6501
Epoch 6/25
81/81 [==============================] - 1s 16ms/step - loss: 51.5181 - mean_squared_error: 51.5181 - val_loss: 2806.8340 - val_mean_squared_error: 2806.8340
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 49.1266 - mean_squared_error: 49.1266 - val_loss: 2840.8716 - val_mean_squared_error: 2840.8716
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 46.1746 - mean_squared_error: 46.1746 - val_loss: 2795.1492 - val_mean_squared_error: 2795.1492
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 42.6763 - mean_squared_error: 42.6763 - val_loss: 2794.4592 - val_mean_squared_error: 2794.4592
Epoch 10/25
81/81 [==============================] - 1s 11ms/step - loss: 43.0066 - mean_squared_error: 43.0066 - val_loss: 2832.8799 - val_mean_squared_error: 2832.8799
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 47.8721 - mean_squared_error: 47.8721 - val_loss: 2815.9475 - val_mean_squared_error: 2815.9475
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 37.4555 - mean_squared_error: 37.4555 - val_loss: 2865.7866 - val_mean_squared_error: 2865.7866
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 48.8190 - mean_squared_error: 48.8190 - val_loss: 2811.1304 - val_mean_squared_error: 2811.1301
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 37.3785 - mean_squared_error: 37.3785 - val_loss: 2791.9751 - val_mean_squared_error: 2791.9751
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 36.4584 - mean_squared_error: 36.4584 - val_loss: 2807.7305 - val_mean_squared_error: 2807.7305
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 37.2944 - mean_squared_error: 37.2944 - val_loss: 2812.6021 - val_mean_squared_error: 2812.6021
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 41.1116 - mean_squared_error: 41.1116 - val_loss: 2717.1509 - val_mean_squared_error: 2717.1506
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 34.1723 - mean_squared_error: 34.1723 - val_loss: 2695.1013 - val_mean_squared_error: 2695.1013
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 37.9124 - mean_squared_error: 37.9124 - val_loss: 2704.6902 - val_mean_squared_error: 2704.6902
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 38.4427 - mean_squared_error: 38.4427 - val_loss: 2681.9570 - val_mean_squared_error: 2681.9570
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 39.1590 - mean_squared_error: 39.1590 - val_loss: 2723.4487 - val_mean_squared_error: 2723.4487
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 42.6062 - mean_squared_error: 42.6062 - val_loss: 2531.6572 - val_mean_squared_error: 2531.6572
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 42.3417 - mean_squared_error: 42.3417 - val_loss: 2604.4602 - val_mean_squared_error: 2604.4602
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 40.6768 - mean_squared_error: 40.6768 - val_loss: 2458.2356 - val_mean_squared_error: 2458.2356
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 36.0239 - mean_squared_error: 36.0239 - val_loss: 2580.9617 - val_mean_squared_error: 2580.9614
2022-12-09 12:16:44.441354: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0005250503872110667
Generation:  33
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 ...
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 12:16:45.194818: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2408.9504 - mean_squared_error: 2408.9504
2022-12-09 12:16:50.319103: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2408.9504 - mean_squared_error: 2408.9504 - val_loss: 1016.4317 - val_mean_squared_error: 1016.4317
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 185.4711 - mean_squared_error: 185.4711 - val_loss: 1396.6854 - val_mean_squared_error: 1396.6854
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 83.9103 - mean_squared_error: 83.9103 - val_loss: 1737.0070 - val_mean_squared_error: 1737.0070
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 67.8422 - mean_squared_error: 67.8422 - val_loss: 2071.0688 - val_mean_squared_error: 2071.0688
Epoch 5/25
81/81 [==============================] - 1s 8ms/step - loss: 53.7522 - mean_squared_error: 53.7522 - val_loss: 2230.5742 - val_mean_squared_error: 2230.5742
Epoch 6/25
81/81 [==============================] - 1s 14ms/step - loss: 53.5939 - mean_squared_error: 53.5939 - val_loss: 2230.1812 - val_mean_squared_error: 2230.1812
Epoch 7/25
81/81 [==============================] - 1s 11ms/step - loss: 48.8063 - mean_squared_error: 48.8063 - val_loss: 2399.2380 - val_mean_squared_error: 2399.2380
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 46.4871 - mean_squared_error: 46.4871 - val_loss: 2115.2717 - val_mean_squared_error: 2115.2717
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 43.9355 - mean_squared_error: 43.9355 - val_loss: 2380.1719 - val_mean_squared_error: 2380.1719
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 45.7300 - mean_squared_error: 45.7300 - val_loss: 2275.8328 - val_mean_squared_error: 2275.8328
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 47.9161 - mean_squared_error: 47.9161 - val_loss: 2221.8462 - val_mean_squared_error: 2221.8462
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 43.1012 - mean_squared_error: 43.1012 - val_loss: 2193.5576 - val_mean_squared_error: 2193.5576
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 49.6680 - mean_squared_error: 49.6680 - val_loss: 2393.5793 - val_mean_squared_error: 2393.5793
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 41.4719 - mean_squared_error: 41.4719 - val_loss: 2309.3203 - val_mean_squared_error: 2309.3203
Epoch 15/25
81/81 [==============================] - 1s 11ms/step - loss: 37.9549 - mean_squared_error: 37.9549 - val_loss: 2314.1853 - val_mean_squared_error: 2314.1853
Epoch 16/25
81/81 [==============================] - 1s 14ms/step - loss: 48.6356 - mean_squared_error: 48.6356 - val_loss: 2127.4238 - val_mean_squared_error: 2127.4238
Epoch 17/25
81/81 [==============================] - 1s 10ms/step - loss: 35.6740 - mean_squared_error: 35.6740 - val_loss: 2129.3716 - val_mean_squared_error: 2129.3716
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 45.3641 - mean_squared_error: 45.3641 - val_loss: 2124.2605 - val_mean_squared_error: 2124.2605
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 45.8457 - mean_squared_error: 45.8457 - val_loss: 2037.3914 - val_mean_squared_error: 2037.3914
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 38.1479 - mean_squared_error: 38.1479 - val_loss: 2041.0338 - val_mean_squared_error: 2041.0338
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 37.2944 - mean_squared_error: 37.2944 - val_loss: 2104.1299 - val_mean_squared_error: 2104.1299
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 44.1649 - mean_squared_error: 44.1649 - val_loss: 2071.6025 - val_mean_squared_error: 2071.6025
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 47.6503 - mean_squared_error: 47.6503 - val_loss: 1978.6272 - val_mean_squared_error: 1978.6272
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 41.2285 - mean_squared_error: 41.2285 - val_loss: 2013.8651 - val_mean_squared_error: 2013.8651
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 42.3231 - mean_squared_error: 42.3231 - val_loss: 1894.4257 - val_mean_squared_error: 1894.4257
2022-12-09 12:17:09.653863: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.25436535 ... 0.         0.         0.        ]
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 [0.65978331 0.18600112 0.22834117 ... 0.         0.         0.        ]
 ...
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:17:10.311651: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2351.4048 - mean_squared_error: 2351.4048
2022-12-09 12:17:15.510863: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2351.4048 - mean_squared_error: 2351.4048 - val_loss: 856.7906 - val_mean_squared_error: 856.7906
Epoch 2/25
81/81 [==============================] - 1s 15ms/step - loss: 110.9709 - mean_squared_error: 110.9709 - val_loss: 1067.5392 - val_mean_squared_error: 1067.5392
Epoch 3/25
81/81 [==============================] - 1s 14ms/step - loss: 73.8616 - mean_squared_error: 73.8616 - val_loss: 1514.3770 - val_mean_squared_error: 1514.3770
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 55.5714 - mean_squared_error: 55.5714 - val_loss: 1954.4795 - val_mean_squared_error: 1954.4795
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 50.0456 - mean_squared_error: 50.0456 - val_loss: 2324.5098 - val_mean_squared_error: 2324.5098
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 40.5567 - mean_squared_error: 40.5567 - val_loss: 2433.9653 - val_mean_squared_error: 2433.9653
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 41.3309 - mean_squared_error: 41.3309 - val_loss: 2392.1038 - val_mean_squared_error: 2392.1038
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 40.9069 - mean_squared_error: 40.9069 - val_loss: 2269.3882 - val_mean_squared_error: 2269.3882
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 40.4231 - mean_squared_error: 40.4231 - val_loss: 2309.3521 - val_mean_squared_error: 2309.3521
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 39.8031 - mean_squared_error: 39.8031 - val_loss: 2286.6538 - val_mean_squared_error: 2286.6538
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 43.5027 - mean_squared_error: 43.5027 - val_loss: 2377.5364 - val_mean_squared_error: 2377.5364
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 38.7315 - mean_squared_error: 38.7315 - val_loss: 2268.6572 - val_mean_squared_error: 2268.6570
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 41.6579 - mean_squared_error: 41.6579 - val_loss: 2291.8813 - val_mean_squared_error: 2291.8813
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 34.6925 - mean_squared_error: 34.6925 - val_loss: 2412.9849 - val_mean_squared_error: 2412.9849
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 37.5754 - mean_squared_error: 37.5754 - val_loss: 2421.6343 - val_mean_squared_error: 2421.6343
Epoch 16/25
81/81 [==============================] - 1s 10ms/step - loss: 39.3304 - mean_squared_error: 39.3304 - val_loss: 2171.5078 - val_mean_squared_error: 2171.5078
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 39.4064 - mean_squared_error: 39.4064 - val_loss: 2195.7986 - val_mean_squared_error: 2195.7986
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 36.1639 - mean_squared_error: 36.1639 - val_loss: 2094.6260 - val_mean_squared_error: 2094.6260
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 44.1654 - mean_squared_error: 44.1654 - val_loss: 2301.1531 - val_mean_squared_error: 2301.1531
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 38.1047 - mean_squared_error: 38.1047 - val_loss: 2262.8115 - val_mean_squared_error: 2262.8115
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 33.0806 - mean_squared_error: 33.0806 - val_loss: 2201.3340 - val_mean_squared_error: 2201.3340
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 38.1268 - mean_squared_error: 38.1268 - val_loss: 2038.9229 - val_mean_squared_error: 2038.9229
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 34.8005 - mean_squared_error: 34.8005 - val_loss: 2020.1316 - val_mean_squared_error: 2020.1316
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 29.3963 - mean_squared_error: 29.3963 - val_loss: 2240.8594 - val_mean_squared_error: 2240.8594
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 36.3124 - mean_squared_error: 36.3124 - val_loss: 2094.7163 - val_mean_squared_error: 2094.7163
2022-12-09 12:17:34.253621: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.25436535 ... 0.         0.         0.        ]
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 ...
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 12:17:34.955574: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2457.3159 - mean_squared_error: 2457.3159
2022-12-09 12:17:40.235759: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2457.3159 - mean_squared_error: 2457.3159 - val_loss: 1086.4437 - val_mean_squared_error: 1086.4436
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 135.6922 - mean_squared_error: 135.6922 - val_loss: 1091.1588 - val_mean_squared_error: 1091.1588
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 71.9320 - mean_squared_error: 71.9320 - val_loss: 1417.7153 - val_mean_squared_error: 1417.7153
Epoch 4/25
81/81 [==============================] - 1s 18ms/step - loss: 45.5044 - mean_squared_error: 45.5044 - val_loss: 1758.9486 - val_mean_squared_error: 1758.9486
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 53.8686 - mean_squared_error: 53.8686 - val_loss: 2126.8477 - val_mean_squared_error: 2126.8477
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 44.3345 - mean_squared_error: 44.3345 - val_loss: 2266.9487 - val_mean_squared_error: 2266.9487
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 39.7311 - mean_squared_error: 39.7311 - val_loss: 2237.2051 - val_mean_squared_error: 2237.2051
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 43.5235 - mean_squared_error: 43.5235 - val_loss: 2270.8486 - val_mean_squared_error: 2270.8486
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 43.2113 - mean_squared_error: 43.2113 - val_loss: 2444.3767 - val_mean_squared_error: 2444.3767
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 41.9006 - mean_squared_error: 41.9006 - val_loss: 2205.3037 - val_mean_squared_error: 2205.3037
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 35.8865 - mean_squared_error: 35.8865 - val_loss: 2129.4355 - val_mean_squared_error: 2129.4355
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 37.7740 - mean_squared_error: 37.7740 - val_loss: 2298.6609 - val_mean_squared_error: 2298.6609
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 40.0098 - mean_squared_error: 40.0098 - val_loss: 2167.6975 - val_mean_squared_error: 2167.6975
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 43.6337 - mean_squared_error: 43.6337 - val_loss: 2065.1594 - val_mean_squared_error: 2065.1594
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 42.7556 - mean_squared_error: 42.7556 - val_loss: 2062.7947 - val_mean_squared_error: 2062.7947
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 34.7863 - mean_squared_error: 34.7863 - val_loss: 1978.9336 - val_mean_squared_error: 1978.9336
Epoch 17/25
81/81 [==============================] - 1s 13ms/step - loss: 35.6820 - mean_squared_error: 35.6820 - val_loss: 2015.1461 - val_mean_squared_error: 2015.1461
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 39.6838 - mean_squared_error: 39.6838 - val_loss: 2072.1040 - val_mean_squared_error: 2072.1040
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 36.3466 - mean_squared_error: 36.3466 - val_loss: 2073.5215 - val_mean_squared_error: 2073.5215
Epoch 20/25
81/81 [==============================] - 1s 10ms/step - loss: 36.0629 - mean_squared_error: 36.0629 - val_loss: 2093.6204 - val_mean_squared_error: 2093.6204
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 32.9316 - mean_squared_error: 32.9316 - val_loss: 2120.8621 - val_mean_squared_error: 2120.8621
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 52.4685 - mean_squared_error: 52.4685 - val_loss: 1913.5760 - val_mean_squared_error: 1913.5760
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 39.0086 - mean_squared_error: 39.0086 - val_loss: 1656.4604 - val_mean_squared_error: 1656.4604
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 39.7211 - mean_squared_error: 39.7211 - val_loss: 1953.9436 - val_mean_squared_error: 1953.9436
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 37.7515 - mean_squared_error: 37.7515 - val_loss: 1884.0760 - val_mean_squared_error: 1884.0760
2022-12-09 12:18:00.063274: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 ...
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 12:18:00.825788: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2464.7747 - mean_squared_error: 2464.7747
2022-12-09 12:18:06.359840: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2464.7747 - mean_squared_error: 2464.7747 - val_loss: 1354.8439 - val_mean_squared_error: 1354.8439
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 220.5011 - mean_squared_error: 220.5011 - val_loss: 1317.8033 - val_mean_squared_error: 1317.8033
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 87.7818 - mean_squared_error: 87.7818 - val_loss: 1675.3529 - val_mean_squared_error: 1675.3529
Epoch 4/25
81/81 [==============================] - 2s 22ms/step - loss: 69.3430 - mean_squared_error: 69.3430 - val_loss: 1843.4250 - val_mean_squared_error: 1843.4250
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 60.5614 - mean_squared_error: 60.5614 - val_loss: 1885.7177 - val_mean_squared_error: 1885.7177
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 49.3129 - mean_squared_error: 49.3129 - val_loss: 2039.7642 - val_mean_squared_error: 2039.7642
Epoch 7/25
81/81 [==============================] - 1s 11ms/step - loss: 49.3465 - mean_squared_error: 49.3465 - val_loss: 2187.4187 - val_mean_squared_error: 2187.4187
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 49.7755 - mean_squared_error: 49.7755 - val_loss: 1972.5826 - val_mean_squared_error: 1972.5826
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 51.3557 - mean_squared_error: 51.3557 - val_loss: 1913.4117 - val_mean_squared_error: 1913.4117
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 41.1188 - mean_squared_error: 41.1188 - val_loss: 2051.3230 - val_mean_squared_error: 2051.3230
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 42.5176 - mean_squared_error: 42.5176 - val_loss: 1757.6704 - val_mean_squared_error: 1757.6704
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 41.9969 - mean_squared_error: 41.9969 - val_loss: 1864.1743 - val_mean_squared_error: 1864.1743
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 35.9938 - mean_squared_error: 35.9938 - val_loss: 2047.2152 - val_mean_squared_error: 2047.2152
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 48.2192 - mean_squared_error: 48.2192 - val_loss: 1894.6324 - val_mean_squared_error: 1894.6324
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 44.6344 - mean_squared_error: 44.6344 - val_loss: 1867.3842 - val_mean_squared_error: 1867.3842
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 39.8424 - mean_squared_error: 39.8424 - val_loss: 1712.0630 - val_mean_squared_error: 1712.0630
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 39.1029 - mean_squared_error: 39.1029 - val_loss: 1843.8123 - val_mean_squared_error: 1843.8123
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 40.6387 - mean_squared_error: 40.6387 - val_loss: 1805.9020 - val_mean_squared_error: 1805.9020
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 40.9035 - mean_squared_error: 40.9035 - val_loss: 1658.6139 - val_mean_squared_error: 1658.6139
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 40.1331 - mean_squared_error: 40.1331 - val_loss: 1555.0555 - val_mean_squared_error: 1555.0555
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 34.5821 - mean_squared_error: 34.5821 - val_loss: 1714.3929 - val_mean_squared_error: 1714.3929
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 43.1914 - mean_squared_error: 43.1914 - val_loss: 1314.8167 - val_mean_squared_error: 1314.8167
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 36.5911 - mean_squared_error: 36.5911 - val_loss: 1765.6184 - val_mean_squared_error: 1765.6184
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 45.8035 - mean_squared_error: 45.8035 - val_loss: 1491.2704 - val_mean_squared_error: 1491.2704
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 36.1246 - mean_squared_error: 36.1246 - val_loss: 1474.7430 - val_mean_squared_error: 1474.7430
2022-12-09 12:18:26.175728: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 40)
(286, 40)
Epoch 1/25
2022-12-09 12:18:26.874241: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2481.3694 - mean_squared_error: 2481.3694
2022-12-09 12:18:32.185272: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2481.3694 - mean_squared_error: 2481.3694 - val_loss: 1267.0201 - val_mean_squared_error: 1267.0201
Epoch 2/25
81/81 [==============================] - 1s 15ms/step - loss: 202.1314 - mean_squared_error: 202.1314 - val_loss: 1719.2046 - val_mean_squared_error: 1719.2046
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 100.1594 - mean_squared_error: 100.1594 - val_loss: 2034.7268 - val_mean_squared_error: 2034.7268
Epoch 4/25
81/81 [==============================] - 1s 18ms/step - loss: 73.5904 - mean_squared_error: 73.5904 - val_loss: 1982.8004 - val_mean_squared_error: 1982.8003
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 61.1355 - mean_squared_error: 61.1355 - val_loss: 2404.4951 - val_mean_squared_error: 2404.4951
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 50.7000 - mean_squared_error: 50.7000 - val_loss: 2503.0972 - val_mean_squared_error: 2503.0972
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 51.6763 - mean_squared_error: 51.6763 - val_loss: 2336.4373 - val_mean_squared_error: 2336.4373
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 54.2011 - mean_squared_error: 54.2011 - val_loss: 2381.9329 - val_mean_squared_error: 2381.9329
Epoch 9/25
81/81 [==============================] - 1s 12ms/step - loss: 50.8831 - mean_squared_error: 50.8831 - val_loss: 2608.4038 - val_mean_squared_error: 2608.4038
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 43.9558 - mean_squared_error: 43.9558 - val_loss: 2589.8652 - val_mean_squared_error: 2589.8652
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 41.2715 - mean_squared_error: 41.2715 - val_loss: 2596.6294 - val_mean_squared_error: 2596.6294
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 44.1670 - mean_squared_error: 44.1670 - val_loss: 2473.2463 - val_mean_squared_error: 2473.2463
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 42.8459 - mean_squared_error: 42.8459 - val_loss: 2574.9124 - val_mean_squared_error: 2574.9121
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 42.3513 - mean_squared_error: 42.3513 - val_loss: 2388.2319 - val_mean_squared_error: 2388.2319
Epoch 15/25
81/81 [==============================] - 1s 10ms/step - loss: 36.7577 - mean_squared_error: 36.7577 - val_loss: 2285.1086 - val_mean_squared_error: 2285.1086
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 39.3884 - mean_squared_error: 39.3884 - val_loss: 2277.8906 - val_mean_squared_error: 2277.8906
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 44.3725 - mean_squared_error: 44.3725 - val_loss: 2377.6821 - val_mean_squared_error: 2377.6821
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 35.8570 - mean_squared_error: 35.8570 - val_loss: 2284.6780 - val_mean_squared_error: 2284.6780
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 37.9530 - mean_squared_error: 37.9530 - val_loss: 2110.0312 - val_mean_squared_error: 2110.0312
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 40.0893 - mean_squared_error: 40.0893 - val_loss: 2248.8667 - val_mean_squared_error: 2248.8667
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 39.1342 - mean_squared_error: 39.1342 - val_loss: 2230.6694 - val_mean_squared_error: 2230.6694
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 43.9297 - mean_squared_error: 43.9297 - val_loss: 2240.0862 - val_mean_squared_error: 2240.0862
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 42.8276 - mean_squared_error: 42.8276 - val_loss: 1997.5280 - val_mean_squared_error: 1997.5280
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 32.7805 - mean_squared_error: 32.7805 - val_loss: 2219.8342 - val_mean_squared_error: 2219.8342
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 45.9500 - mean_squared_error: 45.9500 - val_loss: 2343.2878 - val_mean_squared_error: 2343.2878
2022-12-09 12:18:51.622101: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0006701578310954111
Generation:  34
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 12:18:52.405906: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2449.4978 - mean_squared_error: 2449.4978
2022-12-09 12:18:58.167990: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2449.4978 - mean_squared_error: 2449.4978 - val_loss: 1376.3156 - val_mean_squared_error: 1376.3156
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 237.3620 - mean_squared_error: 237.3620 - val_loss: 1314.8839 - val_mean_squared_error: 1314.8839
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 98.7066 - mean_squared_error: 98.7066 - val_loss: 1580.5155 - val_mean_squared_error: 1580.5155
Epoch 4/25
81/81 [==============================] - 2s 20ms/step - loss: 75.8016 - mean_squared_error: 75.8016 - val_loss: 1885.4084 - val_mean_squared_error: 1885.4084
Epoch 5/25
81/81 [==============================] - 1s 14ms/step - loss: 57.5589 - mean_squared_error: 57.5589 - val_loss: 1959.8842 - val_mean_squared_error: 1959.8842
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 55.7077 - mean_squared_error: 55.7077 - val_loss: 1863.7190 - val_mean_squared_error: 1863.7190
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 58.4473 - mean_squared_error: 58.4473 - val_loss: 1754.5638 - val_mean_squared_error: 1754.5638
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 46.6782 - mean_squared_error: 46.6782 - val_loss: 1667.0762 - val_mean_squared_error: 1667.0762
Epoch 9/25
81/81 [==============================] - 1s 17ms/step - loss: 46.8076 - mean_squared_error: 46.8076 - val_loss: 1753.2043 - val_mean_squared_error: 1753.2043
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 44.0346 - mean_squared_error: 44.0346 - val_loss: 1948.1287 - val_mean_squared_error: 1948.1287
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 42.6910 - mean_squared_error: 42.6910 - val_loss: 1621.5807 - val_mean_squared_error: 1621.5806
Epoch 12/25
81/81 [==============================] - 1s 12ms/step - loss: 47.6189 - mean_squared_error: 47.6189 - val_loss: 1760.4781 - val_mean_squared_error: 1760.4781
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 41.3094 - mean_squared_error: 41.3094 - val_loss: 1664.6089 - val_mean_squared_error: 1664.6089
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 42.3168 - mean_squared_error: 42.3168 - val_loss: 1573.3108 - val_mean_squared_error: 1573.3108
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 46.5161 - mean_squared_error: 46.5161 - val_loss: 1678.3972 - val_mean_squared_error: 1678.3972
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 39.3260 - mean_squared_error: 39.3260 - val_loss: 1513.1566 - val_mean_squared_error: 1513.1566
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 39.7737 - mean_squared_error: 39.7737 - val_loss: 1457.6288 - val_mean_squared_error: 1457.6288
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 38.4882 - mean_squared_error: 38.4882 - val_loss: 1505.8046 - val_mean_squared_error: 1505.8046
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 44.1356 - mean_squared_error: 44.1356 - val_loss: 1545.7019 - val_mean_squared_error: 1545.7019
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 40.6332 - mean_squared_error: 40.6332 - val_loss: 1437.2035 - val_mean_squared_error: 1437.2035
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 40.5101 - mean_squared_error: 40.5101 - val_loss: 1360.3715 - val_mean_squared_error: 1360.3715
Epoch 22/25
81/81 [==============================] - 1s 10ms/step - loss: 40.3147 - mean_squared_error: 40.3147 - val_loss: 1284.1993 - val_mean_squared_error: 1284.1993
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 37.8783 - mean_squared_error: 37.8783 - val_loss: 1159.5420 - val_mean_squared_error: 1159.5420
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 41.3602 - mean_squared_error: 41.3602 - val_loss: 1413.2998 - val_mean_squared_error: 1413.2998
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 36.7687 - mean_squared_error: 36.7687 - val_loss: 1343.5208 - val_mean_squared_error: 1343.5208
2022-12-09 12:19:18.684029: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.25436535 ... 0.         0.         0.        ]
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 ...
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 12:19:19.492100: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2454.2910 - mean_squared_error: 2454.2910
2022-12-09 12:19:25.276672: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2454.2910 - mean_squared_error: 2454.2910 - val_loss: 1028.3818 - val_mean_squared_error: 1028.3818
Epoch 2/25
81/81 [==============================] - 1s 10ms/step - loss: 123.8983 - mean_squared_error: 123.8983 - val_loss: 1240.8065 - val_mean_squared_error: 1240.8065
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 57.7677 - mean_squared_error: 57.7677 - val_loss: 1745.6292 - val_mean_squared_error: 1745.6292
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 47.9288 - mean_squared_error: 47.9288 - val_loss: 2061.8062 - val_mean_squared_error: 2061.8062
Epoch 5/25
81/81 [==============================] - 1s 15ms/step - loss: 47.3094 - mean_squared_error: 47.3094 - val_loss: 2470.8076 - val_mean_squared_error: 2470.8076
Epoch 6/25
81/81 [==============================] - 1s 12ms/step - loss: 42.5636 - mean_squared_error: 42.5636 - val_loss: 2637.9546 - val_mean_squared_error: 2637.9546
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 46.3154 - mean_squared_error: 46.3154 - val_loss: 2598.7266 - val_mean_squared_error: 2598.7266
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 41.6249 - mean_squared_error: 41.6249 - val_loss: 2604.4421 - val_mean_squared_error: 2604.4419
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 49.9745 - mean_squared_error: 49.9745 - val_loss: 2649.7466 - val_mean_squared_error: 2649.7466
Epoch 10/25
81/81 [==============================] - 1s 16ms/step - loss: 38.2417 - mean_squared_error: 38.2417 - val_loss: 2713.3562 - val_mean_squared_error: 2713.3562
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 42.4668 - mean_squared_error: 42.4668 - val_loss: 2685.2029 - val_mean_squared_error: 2685.2029
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 44.1579 - mean_squared_error: 44.1579 - val_loss: 2433.6311 - val_mean_squared_error: 2433.6311
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 35.8500 - mean_squared_error: 35.8500 - val_loss: 2472.3718 - val_mean_squared_error: 2472.3718
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 37.7969 - mean_squared_error: 37.7969 - val_loss: 2585.5347 - val_mean_squared_error: 2585.5347
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 32.4431 - mean_squared_error: 32.4431 - val_loss: 2505.2793 - val_mean_squared_error: 2505.2793
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 37.7070 - mean_squared_error: 37.7070 - val_loss: 2530.3640 - val_mean_squared_error: 2530.3640
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 39.1567 - mean_squared_error: 39.1567 - val_loss: 2581.0471 - val_mean_squared_error: 2581.0471
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 33.5672 - mean_squared_error: 33.5672 - val_loss: 2513.6558 - val_mean_squared_error: 2513.6558
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 38.6665 - mean_squared_error: 38.6665 - val_loss: 2472.8242 - val_mean_squared_error: 2472.8242
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 30.7021 - mean_squared_error: 30.7021 - val_loss: 2417.4707 - val_mean_squared_error: 2417.4707
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 36.2761 - mean_squared_error: 36.2761 - val_loss: 2439.8120 - val_mean_squared_error: 2439.8120
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 38.7607 - mean_squared_error: 38.7607 - val_loss: 2316.7007 - val_mean_squared_error: 2316.7007
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 37.4297 - mean_squared_error: 37.4297 - val_loss: 2433.1836 - val_mean_squared_error: 2433.1836
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 38.5061 - mean_squared_error: 38.5061 - val_loss: 2382.7715 - val_mean_squared_error: 2382.7715
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 34.0884 - mean_squared_error: 34.0884 - val_loss: 2319.9863 - val_mean_squared_error: 2319.9863
2022-12-09 12:19:44.654278: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 ...
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 12:19:45.360110: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2479.2429 - mean_squared_error: 2479.2429
2022-12-09 12:19:50.999066: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2479.2429 - mean_squared_error: 2479.2429 - val_loss: 987.1050 - val_mean_squared_error: 987.1050
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 196.9257 - mean_squared_error: 196.9257 - val_loss: 1448.8391 - val_mean_squared_error: 1448.8391
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 90.3533 - mean_squared_error: 90.3533 - val_loss: 1894.6410 - val_mean_squared_error: 1894.6410
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 71.8631 - mean_squared_error: 71.8631 - val_loss: 2288.6489 - val_mean_squared_error: 2288.6489
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 66.5959 - mean_squared_error: 66.5959 - val_loss: 2323.0605 - val_mean_squared_error: 2323.0605
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 52.6856 - mean_squared_error: 52.6856 - val_loss: 2654.1423 - val_mean_squared_error: 2654.1423
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 51.2376 - mean_squared_error: 51.2376 - val_loss: 2522.7188 - val_mean_squared_error: 2522.7188
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 47.7373 - mean_squared_error: 47.7373 - val_loss: 2575.8301 - val_mean_squared_error: 2575.8301
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 43.8185 - mean_squared_error: 43.8185 - val_loss: 2454.4165 - val_mean_squared_error: 2454.4165
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 43.0604 - mean_squared_error: 43.0604 - val_loss: 2403.3228 - val_mean_squared_error: 2403.3228
Epoch 11/25
81/81 [==============================] - 1s 14ms/step - loss: 47.5094 - mean_squared_error: 47.5094 - val_loss: 2582.6975 - val_mean_squared_error: 2582.6975
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 36.0557 - mean_squared_error: 36.0557 - val_loss: 2473.4404 - val_mean_squared_error: 2473.4404
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 40.6660 - mean_squared_error: 40.6660 - val_loss: 2497.9707 - val_mean_squared_error: 2497.9707
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 40.3633 - mean_squared_error: 40.3633 - val_loss: 2469.8132 - val_mean_squared_error: 2469.8132
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 44.3882 - mean_squared_error: 44.3882 - val_loss: 2310.7852 - val_mean_squared_error: 2310.7852
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 36.7475 - mean_squared_error: 36.7475 - val_loss: 2433.5884 - val_mean_squared_error: 2433.5884
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 64.5668 - mean_squared_error: 64.5668 - val_loss: 2394.8433 - val_mean_squared_error: 2394.8433
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 35.5293 - mean_squared_error: 35.5293 - val_loss: 2416.0007 - val_mean_squared_error: 2416.0007
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 42.5222 - mean_squared_error: 42.5222 - val_loss: 2496.2727 - val_mean_squared_error: 2496.2727
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 34.4052 - mean_squared_error: 34.4052 - val_loss: 2223.4675 - val_mean_squared_error: 2223.4675
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 39.9300 - mean_squared_error: 39.9300 - val_loss: 2227.9634 - val_mean_squared_error: 2227.9634
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 47.4229 - mean_squared_error: 47.4229 - val_loss: 2348.0635 - val_mean_squared_error: 2348.0635
Epoch 23/25
81/81 [==============================] - 1s 10ms/step - loss: 43.8381 - mean_squared_error: 43.8381 - val_loss: 2103.6301 - val_mean_squared_error: 2103.6301
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 35.7713 - mean_squared_error: 35.7713 - val_loss: 2069.1340 - val_mean_squared_error: 2069.1340
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 40.9646 - mean_squared_error: 40.9646 - val_loss: 2284.2444 - val_mean_squared_error: 2284.2444
2022-12-09 12:20:09.868384: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:20:10.648035: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2341.5005 - mean_squared_error: 2341.5005
2022-12-09 12:20:16.286836: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2341.5005 - mean_squared_error: 2341.5005 - val_loss: 990.2805 - val_mean_squared_error: 990.2805
Epoch 2/25
81/81 [==============================] - 1s 15ms/step - loss: 118.2152 - mean_squared_error: 118.2152 - val_loss: 1422.8032 - val_mean_squared_error: 1422.8032
Epoch 3/25
81/81 [==============================] - 1s 14ms/step - loss: 80.6334 - mean_squared_error: 80.6334 - val_loss: 1928.0111 - val_mean_squared_error: 1928.0111
Epoch 4/25
81/81 [==============================] - 1s 15ms/step - loss: 62.7266 - mean_squared_error: 62.7266 - val_loss: 2416.8638 - val_mean_squared_error: 2416.8638
Epoch 5/25
81/81 [==============================] - 1s 12ms/step - loss: 55.9602 - mean_squared_error: 55.9602 - val_loss: 2607.3647 - val_mean_squared_error: 2607.3647
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 48.1207 - mean_squared_error: 48.1207 - val_loss: 2721.2014 - val_mean_squared_error: 2721.2014
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 43.0233 - mean_squared_error: 43.0233 - val_loss: 2722.4861 - val_mean_squared_error: 2722.4861
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 39.5902 - mean_squared_error: 39.5902 - val_loss: 2727.8767 - val_mean_squared_error: 2727.8767
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 41.1769 - mean_squared_error: 41.1769 - val_loss: 2742.9207 - val_mean_squared_error: 2742.9207
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 42.7976 - mean_squared_error: 42.7976 - val_loss: 2722.6770 - val_mean_squared_error: 2722.6770
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 41.6346 - mean_squared_error: 41.6346 - val_loss: 2774.0720 - val_mean_squared_error: 2774.0720
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 39.9343 - mean_squared_error: 39.9343 - val_loss: 2748.9438 - val_mean_squared_error: 2748.9438
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 47.4146 - mean_squared_error: 47.4146 - val_loss: 2660.2693 - val_mean_squared_error: 2660.2693
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 40.5762 - mean_squared_error: 40.5762 - val_loss: 2690.7402 - val_mean_squared_error: 2690.7402
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 38.6007 - mean_squared_error: 38.6007 - val_loss: 2655.8181 - val_mean_squared_error: 2655.8181
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 38.6866 - mean_squared_error: 38.6866 - val_loss: 2686.1599 - val_mean_squared_error: 2686.1599
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 37.8095 - mean_squared_error: 37.8095 - val_loss: 2685.9875 - val_mean_squared_error: 2685.9875
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 43.8229 - mean_squared_error: 43.8229 - val_loss: 2705.2273 - val_mean_squared_error: 2705.2273
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 37.8219 - mean_squared_error: 37.8219 - val_loss: 2678.0649 - val_mean_squared_error: 2678.0649
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 46.6666 - mean_squared_error: 46.6666 - val_loss: 2569.9312 - val_mean_squared_error: 2569.9312
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 43.2636 - mean_squared_error: 43.2636 - val_loss: 2569.9763 - val_mean_squared_error: 2569.9763
Epoch 22/25
81/81 [==============================] - 1s 10ms/step - loss: 35.5757 - mean_squared_error: 35.5757 - val_loss: 2492.1846 - val_mean_squared_error: 2492.1846
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 42.0891 - mean_squared_error: 42.0891 - val_loss: 2524.2168 - val_mean_squared_error: 2524.2166
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 37.4404 - mean_squared_error: 37.4404 - val_loss: 2632.7710 - val_mean_squared_error: 2632.7710
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 36.9322 - mean_squared_error: 36.9322 - val_loss: 2609.3362 - val_mean_squared_error: 2609.3362
2022-12-09 12:20:36.049418: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 40)
(286, 40)
Epoch 1/25
2022-12-09 12:20:36.776394: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2410.5664 - mean_squared_error: 2410.5664
2022-12-09 12:20:42.475554: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2410.5664 - mean_squared_error: 2410.5664 - val_loss: 1111.5684 - val_mean_squared_error: 1111.5684
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 210.3724 - mean_squared_error: 210.3724 - val_loss: 1611.7966 - val_mean_squared_error: 1611.7966
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 101.7597 - mean_squared_error: 101.7597 - val_loss: 1976.2578 - val_mean_squared_error: 1976.2578
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 70.6935 - mean_squared_error: 70.6935 - val_loss: 2254.9775 - val_mean_squared_error: 2254.9775
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 67.4353 - mean_squared_error: 67.4353 - val_loss: 2658.4968 - val_mean_squared_error: 2658.4968
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 55.0513 - mean_squared_error: 55.0513 - val_loss: 2576.7439 - val_mean_squared_error: 2576.7439
Epoch 7/25
81/81 [==============================] - 1s 16ms/step - loss: 51.3604 - mean_squared_error: 51.3604 - val_loss: 2665.5237 - val_mean_squared_error: 2665.5237
Epoch 8/25
81/81 [==============================] - 1s 11ms/step - loss: 46.6887 - mean_squared_error: 46.6887 - val_loss: 2664.8755 - val_mean_squared_error: 2664.8755
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 42.5379 - mean_squared_error: 42.5379 - val_loss: 2704.8855 - val_mean_squared_error: 2704.8855
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 45.1793 - mean_squared_error: 45.1793 - val_loss: 2734.3928 - val_mean_squared_error: 2734.3928
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 46.6990 - mean_squared_error: 46.6990 - val_loss: 2660.3953 - val_mean_squared_error: 2660.3953
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 47.2019 - mean_squared_error: 47.2019 - val_loss: 2663.5781 - val_mean_squared_error: 2663.5781
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 40.4287 - mean_squared_error: 40.4287 - val_loss: 2706.1316 - val_mean_squared_error: 2706.1316
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 38.9331 - mean_squared_error: 38.9331 - val_loss: 2647.7444 - val_mean_squared_error: 2647.7444
Epoch 15/25
81/81 [==============================] - 1s 10ms/step - loss: 37.9646 - mean_squared_error: 37.9646 - val_loss: 2734.6758 - val_mean_squared_error: 2734.6758
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 39.7291 - mean_squared_error: 39.7291 - val_loss: 2723.4902 - val_mean_squared_error: 2723.4902
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 37.4505 - mean_squared_error: 37.4505 - val_loss: 2728.4631 - val_mean_squared_error: 2728.4631
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 40.1374 - mean_squared_error: 40.1374 - val_loss: 2651.1611 - val_mean_squared_error: 2651.1611
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 35.6767 - mean_squared_error: 35.6767 - val_loss: 2676.2021 - val_mean_squared_error: 2676.2021
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 40.5969 - mean_squared_error: 40.5969 - val_loss: 2700.4397 - val_mean_squared_error: 2700.4397
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 42.5743 - mean_squared_error: 42.5743 - val_loss: 2568.1904 - val_mean_squared_error: 2568.1904
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 41.2286 - mean_squared_error: 41.2286 - val_loss: 2420.0588 - val_mean_squared_error: 2420.0588
Epoch 23/25
81/81 [==============================] - 1s 15ms/step - loss: 46.3488 - mean_squared_error: 46.3488 - val_loss: 2420.4370 - val_mean_squared_error: 2420.4370
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 45.1741 - mean_squared_error: 45.1741 - val_loss: 2502.5947 - val_mean_squared_error: 2502.5947
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 43.7977 - mean_squared_error: 43.7977 - val_loss: 2586.2373 - val_mean_squared_error: 2586.2373
2022-12-09 12:21:02.355080: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0007353486968215499
Generation:  35
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 12:21:03.217077: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2449.0366 - mean_squared_error: 2449.0366
2022-12-09 12:21:08.783644: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2449.0366 - mean_squared_error: 2449.0366 - val_loss: 1258.1274 - val_mean_squared_error: 1258.1274
Epoch 2/25
81/81 [==============================] - 2s 19ms/step - loss: 221.1259 - mean_squared_error: 221.1259 - val_loss: 1334.5879 - val_mean_squared_error: 1334.5879
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 93.1049 - mean_squared_error: 93.1049 - val_loss: 1693.9130 - val_mean_squared_error: 1693.9130
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 64.7510 - mean_squared_error: 64.7510 - val_loss: 2081.8721 - val_mean_squared_error: 2081.8721
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 58.7366 - mean_squared_error: 58.7366 - val_loss: 2172.8264 - val_mean_squared_error: 2172.8264
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 55.0272 - mean_squared_error: 55.0272 - val_loss: 2174.5166 - val_mean_squared_error: 2174.5166
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 52.9690 - mean_squared_error: 52.9690 - val_loss: 2204.5391 - val_mean_squared_error: 2204.5391
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 53.8294 - mean_squared_error: 53.8294 - val_loss: 2136.6096 - val_mean_squared_error: 2136.6096
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 46.1315 - mean_squared_error: 46.1315 - val_loss: 2067.6765 - val_mean_squared_error: 2067.6765
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 42.7503 - mean_squared_error: 42.7503 - val_loss: 1949.7791 - val_mean_squared_error: 1949.7788
Epoch 11/25
81/81 [==============================] - 1s 11ms/step - loss: 52.5686 - mean_squared_error: 52.5686 - val_loss: 1937.9956 - val_mean_squared_error: 1937.9956
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 38.8555 - mean_squared_error: 38.8555 - val_loss: 1967.6169 - val_mean_squared_error: 1967.6169
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 39.9124 - mean_squared_error: 39.9124 - val_loss: 1974.8341 - val_mean_squared_error: 1974.8341
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 43.1463 - mean_squared_error: 43.1463 - val_loss: 1847.5957 - val_mean_squared_error: 1847.5957
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 44.2965 - mean_squared_error: 44.2965 - val_loss: 1673.7312 - val_mean_squared_error: 1673.7312
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 46.2654 - mean_squared_error: 46.2654 - val_loss: 1786.0664 - val_mean_squared_error: 1786.0664
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 43.3885 - mean_squared_error: 43.3885 - val_loss: 1835.4301 - val_mean_squared_error: 1835.4301
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 40.6134 - mean_squared_error: 40.6134 - val_loss: 1820.1433 - val_mean_squared_error: 1820.1433
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 41.3357 - mean_squared_error: 41.3357 - val_loss: 1771.0514 - val_mean_squared_error: 1771.0514
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 40.3144 - mean_squared_error: 40.3144 - val_loss: 1673.3093 - val_mean_squared_error: 1673.3093
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 33.0365 - mean_squared_error: 33.0365 - val_loss: 1703.0830 - val_mean_squared_error: 1703.0830
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 39.1998 - mean_squared_error: 39.1998 - val_loss: 1575.6267 - val_mean_squared_error: 1575.6267
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 40.0907 - mean_squared_error: 40.0907 - val_loss: 1508.3107 - val_mean_squared_error: 1508.3107
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 38.6532 - mean_squared_error: 38.6532 - val_loss: 1537.6357 - val_mean_squared_error: 1537.6357
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 36.6535 - mean_squared_error: 36.6535 - val_loss: 1552.8782 - val_mean_squared_error: 1552.8782
2022-12-09 12:21:29.003015: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 12:21:29.819103: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2456.1851 - mean_squared_error: 2456.1851
2022-12-09 12:21:35.494655: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2456.1851 - mean_squared_error: 2456.1851 - val_loss: 1035.1829 - val_mean_squared_error: 1035.1829
Epoch 2/25
81/81 [==============================] - 2s 26ms/step - loss: 202.1738 - mean_squared_error: 202.1738 - val_loss: 1409.1238 - val_mean_squared_error: 1409.1238
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 86.9632 - mean_squared_error: 86.9632 - val_loss: 1740.1654 - val_mean_squared_error: 1740.1654
Epoch 4/25
81/81 [==============================] - 1s 13ms/step - loss: 65.8808 - mean_squared_error: 65.8808 - val_loss: 1781.7034 - val_mean_squared_error: 1781.7034
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 65.5117 - mean_squared_error: 65.5117 - val_loss: 2148.9260 - val_mean_squared_error: 2148.9260
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 54.9076 - mean_squared_error: 54.9076 - val_loss: 2153.8210 - val_mean_squared_error: 2153.8210
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 52.3535 - mean_squared_error: 52.3535 - val_loss: 2301.3181 - val_mean_squared_error: 2301.3181
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 42.5690 - mean_squared_error: 42.5690 - val_loss: 2245.9915 - val_mean_squared_error: 2245.9915
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 47.7096 - mean_squared_error: 47.7096 - val_loss: 2279.7041 - val_mean_squared_error: 2279.7041
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 40.3686 - mean_squared_error: 40.3686 - val_loss: 2314.3030 - val_mean_squared_error: 2314.3030
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 46.5504 - mean_squared_error: 46.5504 - val_loss: 2214.0503 - val_mean_squared_error: 2214.0503
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 39.1701 - mean_squared_error: 39.1701 - val_loss: 2448.7444 - val_mean_squared_error: 2448.7444
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 37.6687 - mean_squared_error: 37.6687 - val_loss: 2432.0972 - val_mean_squared_error: 2432.0972
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 38.2914 - mean_squared_error: 38.2914 - val_loss: 2401.0752 - val_mean_squared_error: 2401.0752
Epoch 15/25
81/81 [==============================] - 1s 10ms/step - loss: 40.7741 - mean_squared_error: 40.7741 - val_loss: 2317.8308 - val_mean_squared_error: 2317.8308
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 44.9562 - mean_squared_error: 44.9562 - val_loss: 2170.1584 - val_mean_squared_error: 2170.1584
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 44.9087 - mean_squared_error: 44.9087 - val_loss: 2031.9976 - val_mean_squared_error: 2031.9976
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 38.1155 - mean_squared_error: 38.1155 - val_loss: 2180.6313 - val_mean_squared_error: 2180.6313
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 46.4876 - mean_squared_error: 46.4876 - val_loss: 2106.5845 - val_mean_squared_error: 2106.5845
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 47.0138 - mean_squared_error: 47.0138 - val_loss: 2334.6978 - val_mean_squared_error: 2334.6978
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 37.5363 - mean_squared_error: 37.5363 - val_loss: 1983.1794 - val_mean_squared_error: 1983.1794
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 46.1071 - mean_squared_error: 46.1071 - val_loss: 1864.1346 - val_mean_squared_error: 1864.1346
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 46.4910 - mean_squared_error: 46.4910 - val_loss: 1917.9926 - val_mean_squared_error: 1917.9926
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 40.1687 - mean_squared_error: 40.1687 - val_loss: 2092.7446 - val_mean_squared_error: 2092.7446
Epoch 25/25
81/81 [==============================] - 1s 10ms/step - loss: 41.9685 - mean_squared_error: 41.9685 - val_loss: 2152.7017 - val_mean_squared_error: 2152.7017
2022-12-09 12:21:55.895815: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 12:21:56.588100: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2392.8896 - mean_squared_error: 2392.8896
2022-12-09 12:22:01.969108: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2392.8896 - mean_squared_error: 2392.8896 - val_loss: 998.5010 - val_mean_squared_error: 998.5010
Epoch 2/25
81/81 [==============================] - 1s 17ms/step - loss: 136.4179 - mean_squared_error: 136.4179 - val_loss: 1524.6107 - val_mean_squared_error: 1524.6107
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 69.7245 - mean_squared_error: 69.7245 - val_loss: 1760.0189 - val_mean_squared_error: 1760.0189
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 53.0206 - mean_squared_error: 53.0206 - val_loss: 2099.9136 - val_mean_squared_error: 2099.9136
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 45.0347 - mean_squared_error: 45.0347 - val_loss: 2306.5117 - val_mean_squared_error: 2306.5117
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 41.8992 - mean_squared_error: 41.8992 - val_loss: 2379.8679 - val_mean_squared_error: 2379.8679
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 44.6619 - mean_squared_error: 44.6619 - val_loss: 2271.1189 - val_mean_squared_error: 2271.1189
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 48.3952 - mean_squared_error: 48.3952 - val_loss: 2334.7561 - val_mean_squared_error: 2334.7561
Epoch 9/25
81/81 [==============================] - 1s 17ms/step - loss: 45.6526 - mean_squared_error: 45.6526 - val_loss: 2293.8613 - val_mean_squared_error: 2293.8613
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 41.6487 - mean_squared_error: 41.6487 - val_loss: 2429.0410 - val_mean_squared_error: 2429.0410
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 34.0168 - mean_squared_error: 34.0168 - val_loss: 2210.0403 - val_mean_squared_error: 2210.0403
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 38.1622 - mean_squared_error: 38.1622 - val_loss: 2346.9092 - val_mean_squared_error: 2346.9092
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0806 - mean_squared_error: 38.0806 - val_loss: 2167.2656 - val_mean_squared_error: 2167.2656
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 39.0989 - mean_squared_error: 39.0989 - val_loss: 2105.9312 - val_mean_squared_error: 2105.9312
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 41.9593 - mean_squared_error: 41.9593 - val_loss: 2199.5659 - val_mean_squared_error: 2199.5659
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 38.7672 - mean_squared_error: 38.7672 - val_loss: 2210.6589 - val_mean_squared_error: 2210.6589
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 35.9048 - mean_squared_error: 35.9048 - val_loss: 2295.9033 - val_mean_squared_error: 2295.9033
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 33.6944 - mean_squared_error: 33.6944 - val_loss: 2147.3391 - val_mean_squared_error: 2147.3391
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0456 - mean_squared_error: 38.0456 - val_loss: 2011.8816 - val_mean_squared_error: 2011.8816
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 38.9890 - mean_squared_error: 38.9890 - val_loss: 1958.4231 - val_mean_squared_error: 1958.4231
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 40.8294 - mean_squared_error: 40.8294 - val_loss: 1947.5308 - val_mean_squared_error: 1947.5308
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 36.2690 - mean_squared_error: 36.2690 - val_loss: 2090.3584 - val_mean_squared_error: 2090.3584
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 38.8587 - mean_squared_error: 38.8587 - val_loss: 1972.5177 - val_mean_squared_error: 1972.5177
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 37.5714 - mean_squared_error: 37.5714 - val_loss: 1808.3279 - val_mean_squared_error: 1808.3278
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 41.6575 - mean_squared_error: 41.6575 - val_loss: 1954.1942 - val_mean_squared_error: 1954.1942
2022-12-09 12:22:21.490127: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 40)
(286, 40)
Epoch 1/25
2022-12-09 12:22:22.246542: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2477.5923 - mean_squared_error: 2477.5923
2022-12-09 12:22:28.090183: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 64ms/step - loss: 2477.5923 - mean_squared_error: 2477.5923 - val_loss: 1052.2157 - val_mean_squared_error: 1052.2157
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 210.5409 - mean_squared_error: 210.5409 - val_loss: 1265.8774 - val_mean_squared_error: 1265.8774
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 102.1891 - mean_squared_error: 102.1891 - val_loss: 1358.3031 - val_mean_squared_error: 1358.3030
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 70.1228 - mean_squared_error: 70.1228 - val_loss: 1639.5857 - val_mean_squared_error: 1639.5857
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 59.3249 - mean_squared_error: 59.3249 - val_loss: 1833.8680 - val_mean_squared_error: 1833.8680
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 62.3545 - mean_squared_error: 62.3545 - val_loss: 1681.1079 - val_mean_squared_error: 1681.1079
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 44.1115 - mean_squared_error: 44.1115 - val_loss: 1706.1790 - val_mean_squared_error: 1706.1790
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 51.1085 - mean_squared_error: 51.1085 - val_loss: 1543.7699 - val_mean_squared_error: 1543.7699
Epoch 9/25
81/81 [==============================] - 1s 11ms/step - loss: 41.9284 - mean_squared_error: 41.9284 - val_loss: 1497.7777 - val_mean_squared_error: 1497.7777
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 43.6589 - mean_squared_error: 43.6589 - val_loss: 1462.6238 - val_mean_squared_error: 1462.6238
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 46.0196 - mean_squared_error: 46.0196 - val_loss: 1512.8279 - val_mean_squared_error: 1512.8279
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 49.9776 - mean_squared_error: 49.9776 - val_loss: 1192.0844 - val_mean_squared_error: 1192.0844
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 49.4819 - mean_squared_error: 49.4819 - val_loss: 1410.0594 - val_mean_squared_error: 1410.0594
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 39.1729 - mean_squared_error: 39.1729 - val_loss: 1487.9218 - val_mean_squared_error: 1487.9218
Epoch 15/25
81/81 [==============================] - 1s 10ms/step - loss: 35.2931 - mean_squared_error: 35.2931 - val_loss: 1411.1023 - val_mean_squared_error: 1411.1023
Epoch 16/25
81/81 [==============================] - 1s 11ms/step - loss: 32.7008 - mean_squared_error: 32.7008 - val_loss: 1360.8524 - val_mean_squared_error: 1360.8524
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 36.1895 - mean_squared_error: 36.1895 - val_loss: 1432.1150 - val_mean_squared_error: 1432.1150
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 43.6225 - mean_squared_error: 43.6225 - val_loss: 1450.7758 - val_mean_squared_error: 1450.7758
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 50.1586 - mean_squared_error: 50.1586 - val_loss: 1397.0021 - val_mean_squared_error: 1397.0021
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 37.9507 - mean_squared_error: 37.9507 - val_loss: 1287.8806 - val_mean_squared_error: 1287.8806
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 41.0153 - mean_squared_error: 41.0153 - val_loss: 1213.8850 - val_mean_squared_error: 1213.8850
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 45.3983 - mean_squared_error: 45.3983 - val_loss: 1186.2025 - val_mean_squared_error: 1186.2025
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 35.6755 - mean_squared_error: 35.6755 - val_loss: 1193.7430 - val_mean_squared_error: 1193.7430
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 32.7243 - mean_squared_error: 32.7243 - val_loss: 1151.5109 - val_mean_squared_error: 1151.5109
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 39.1685 - mean_squared_error: 39.1685 - val_loss: 1301.2565 - val_mean_squared_error: 1301.2565
2022-12-09 12:22:47.277878: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 12:22:48.052375: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2433.0957 - mean_squared_error: 2433.0957
2022-12-09 12:22:53.728971: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 59ms/step - loss: 2433.0957 - mean_squared_error: 2433.0957 - val_loss: 1149.9956 - val_mean_squared_error: 1149.9956
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 191.2336 - mean_squared_error: 191.2336 - val_loss: 1548.1670 - val_mean_squared_error: 1548.1670
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 90.4777 - mean_squared_error: 90.4777 - val_loss: 1890.3601 - val_mean_squared_error: 1890.3601
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 69.1743 - mean_squared_error: 69.1743 - val_loss: 2061.4358 - val_mean_squared_error: 2061.4358
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 50.3874 - mean_squared_error: 50.3874 - val_loss: 2309.7908 - val_mean_squared_error: 2309.7908
Epoch 6/25
81/81 [==============================] - 1s 18ms/step - loss: 59.2699 - mean_squared_error: 59.2699 - val_loss: 2292.6326 - val_mean_squared_error: 2292.6326
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 46.5146 - mean_squared_error: 46.5146 - val_loss: 2443.0344 - val_mean_squared_error: 2443.0344
Epoch 8/25
81/81 [==============================] - 1s 18ms/step - loss: 43.9183 - mean_squared_error: 43.9183 - val_loss: 2321.1475 - val_mean_squared_error: 2321.1475
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 51.3111 - mean_squared_error: 51.3111 - val_loss: 2370.8669 - val_mean_squared_error: 2370.8669
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 41.6436 - mean_squared_error: 41.6436 - val_loss: 2415.8164 - val_mean_squared_error: 2415.8164
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 37.5123 - mean_squared_error: 37.5123 - val_loss: 2298.3071 - val_mean_squared_error: 2298.3071
Epoch 12/25
81/81 [==============================] - 1s 11ms/step - loss: 40.4961 - mean_squared_error: 40.4961 - val_loss: 2402.1074 - val_mean_squared_error: 2402.1074
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 40.2691 - mean_squared_error: 40.2691 - val_loss: 2335.3035 - val_mean_squared_error: 2335.3035
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 43.9423 - mean_squared_error: 43.9423 - val_loss: 2187.7383 - val_mean_squared_error: 2187.7383
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 51.7463 - mean_squared_error: 51.7463 - val_loss: 2322.7734 - val_mean_squared_error: 2322.7734
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 43.0080 - mean_squared_error: 43.0080 - val_loss: 2371.9497 - val_mean_squared_error: 2371.9497
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 45.8648 - mean_squared_error: 45.8648 - val_loss: 2125.5986 - val_mean_squared_error: 2125.5986
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 51.5291 - mean_squared_error: 51.5291 - val_loss: 2140.7134 - val_mean_squared_error: 2140.7134
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 39.9655 - mean_squared_error: 39.9655 - val_loss: 2236.2454 - val_mean_squared_error: 2236.2454
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 46.9855 - mean_squared_error: 46.9855 - val_loss: 2216.4905 - val_mean_squared_error: 2216.4905
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 45.6832 - mean_squared_error: 45.6832 - val_loss: 2205.9597 - val_mean_squared_error: 2205.9597
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 44.8395 - mean_squared_error: 44.8395 - val_loss: 2032.5128 - val_mean_squared_error: 2032.5128
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 36.1995 - mean_squared_error: 36.1995 - val_loss: 1991.6422 - val_mean_squared_error: 1991.6422
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 40.1710 - mean_squared_error: 40.1710 - val_loss: 2050.8179 - val_mean_squared_error: 2050.8179
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 36.9115 - mean_squared_error: 36.9115 - val_loss: 2107.0735 - val_mean_squared_error: 2107.0735
2022-12-09 12:23:14.317594: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0007553978105559479
Generation:  36
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(2577, 40)
(286, 40)
Epoch 1/25
2022-12-09 12:23:15.244058: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2452.0662 - mean_squared_error: 2452.0662
2022-12-09 12:23:21.659610: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 69ms/step - loss: 2452.0662 - mean_squared_error: 2452.0662 - val_loss: 1266.7511 - val_mean_squared_error: 1266.7511
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 208.8420 - mean_squared_error: 208.8420 - val_loss: 1685.4956 - val_mean_squared_error: 1685.4956
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 98.8820 - mean_squared_error: 98.8820 - val_loss: 1676.6879 - val_mean_squared_error: 1676.6879
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 69.1737 - mean_squared_error: 69.1737 - val_loss: 2105.8491 - val_mean_squared_error: 2105.8491
Epoch 5/25
81/81 [==============================] - 1s 8ms/step - loss: 65.2926 - mean_squared_error: 65.2926 - val_loss: 2257.3987 - val_mean_squared_error: 2257.3987
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 59.4945 - mean_squared_error: 59.4945 - val_loss: 2467.8728 - val_mean_squared_error: 2467.8728
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 56.9135 - mean_squared_error: 56.9135 - val_loss: 2444.2407 - val_mean_squared_error: 2444.2407
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 47.9245 - mean_squared_error: 47.9245 - val_loss: 2268.2930 - val_mean_squared_error: 2268.2930
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 43.6350 - mean_squared_error: 43.6350 - val_loss: 2441.6287 - val_mean_squared_error: 2441.6287
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 50.2655 - mean_squared_error: 50.2655 - val_loss: 2479.4387 - val_mean_squared_error: 2479.4387
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 49.3911 - mean_squared_error: 49.3911 - val_loss: 2533.5278 - val_mean_squared_error: 2533.5276
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 45.5273 - mean_squared_error: 45.5273 - val_loss: 2302.1089 - val_mean_squared_error: 2302.1089
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 47.6375 - mean_squared_error: 47.6375 - val_loss: 2402.4780 - val_mean_squared_error: 2402.4780
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 45.0784 - mean_squared_error: 45.0784 - val_loss: 2378.5889 - val_mean_squared_error: 2378.5889
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 44.7182 - mean_squared_error: 44.7182 - val_loss: 2413.6611 - val_mean_squared_error: 2413.6611
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 38.5999 - mean_squared_error: 38.5999 - val_loss: 2290.8318 - val_mean_squared_error: 2290.8318
Epoch 17/25
81/81 [==============================] - 1s 10ms/step - loss: 44.5147 - mean_squared_error: 44.5147 - val_loss: 2274.0627 - val_mean_squared_error: 2274.0627
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 37.1168 - mean_squared_error: 37.1168 - val_loss: 2186.2571 - val_mean_squared_error: 2186.2571
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 41.1386 - mean_squared_error: 41.1386 - val_loss: 2245.3674 - val_mean_squared_error: 2245.3674
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 35.2415 - mean_squared_error: 35.2415 - val_loss: 2138.3271 - val_mean_squared_error: 2138.3271
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 37.9998 - mean_squared_error: 37.9998 - val_loss: 2158.8416 - val_mean_squared_error: 2158.8413
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 38.9417 - mean_squared_error: 38.9417 - val_loss: 2212.4570 - val_mean_squared_error: 2212.4570
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 41.3982 - mean_squared_error: 41.3982 - val_loss: 2082.4414 - val_mean_squared_error: 2082.4414
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 41.9376 - mean_squared_error: 41.9376 - val_loss: 1984.1234 - val_mean_squared_error: 1984.1234
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 41.3420 - mean_squared_error: 41.3420 - val_loss: 2020.0518 - val_mean_squared_error: 2020.0518
2022-12-09 12:23:40.283608: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 12:23:41.115635: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2406.7566 - mean_squared_error: 2406.7566
2022-12-09 12:23:46.636700: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 59ms/step - loss: 2406.7566 - mean_squared_error: 2406.7566 - val_loss: 825.2178 - val_mean_squared_error: 825.2178
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 221.6912 - mean_squared_error: 221.6912 - val_loss: 1042.7892 - val_mean_squared_error: 1042.7892
Epoch 3/25
81/81 [==============================] - 1s 9ms/step - loss: 92.7234 - mean_squared_error: 92.7234 - val_loss: 1327.7593 - val_mean_squared_error: 1327.7593
Epoch 4/25
81/81 [==============================] - 1s 16ms/step - loss: 66.7635 - mean_squared_error: 66.7635 - val_loss: 2102.1387 - val_mean_squared_error: 2102.1387
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 60.5930 - mean_squared_error: 60.5930 - val_loss: 2319.6592 - val_mean_squared_error: 2319.6592
Epoch 6/25
81/81 [==============================] - 1s 12ms/step - loss: 56.8492 - mean_squared_error: 56.8492 - val_loss: 2598.8418 - val_mean_squared_error: 2598.8418
Epoch 7/25
81/81 [==============================] - 1s 11ms/step - loss: 43.5250 - mean_squared_error: 43.5250 - val_loss: 2415.5649 - val_mean_squared_error: 2415.5649
Epoch 8/25
81/81 [==============================] - 1s 11ms/step - loss: 44.5870 - mean_squared_error: 44.5870 - val_loss: 2516.7905 - val_mean_squared_error: 2516.7905
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 45.2396 - mean_squared_error: 45.2396 - val_loss: 2609.7168 - val_mean_squared_error: 2609.7168
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 47.6585 - mean_squared_error: 47.6585 - val_loss: 2455.5730 - val_mean_squared_error: 2455.5730
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 44.7891 - mean_squared_error: 44.7891 - val_loss: 2392.1575 - val_mean_squared_error: 2392.1575
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 39.5611 - mean_squared_error: 39.5611 - val_loss: 2376.4995 - val_mean_squared_error: 2376.4995
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 42.9290 - mean_squared_error: 42.9290 - val_loss: 2349.9043 - val_mean_squared_error: 2349.9043
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 35.1031 - mean_squared_error: 35.1031 - val_loss: 2470.9734 - val_mean_squared_error: 2470.9734
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 47.9330 - mean_squared_error: 47.9330 - val_loss: 2222.3987 - val_mean_squared_error: 2222.3987
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 45.6022 - mean_squared_error: 45.6022 - val_loss: 2463.0383 - val_mean_squared_error: 2463.0383
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 39.3999 - mean_squared_error: 39.3999 - val_loss: 2515.4431 - val_mean_squared_error: 2515.4431
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 40.1265 - mean_squared_error: 40.1265 - val_loss: 2592.4072 - val_mean_squared_error: 2592.4072
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 39.0860 - mean_squared_error: 39.0860 - val_loss: 2407.9392 - val_mean_squared_error: 2407.9392
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 39.3569 - mean_squared_error: 39.3569 - val_loss: 2402.6321 - val_mean_squared_error: 2402.6321
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 35.1371 - mean_squared_error: 35.1371 - val_loss: 2177.3965 - val_mean_squared_error: 2177.3965
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 42.0264 - mean_squared_error: 42.0264 - val_loss: 2376.9431 - val_mean_squared_error: 2376.9431
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0194 - mean_squared_error: 38.0194 - val_loss: 2066.1951 - val_mean_squared_error: 2066.1951
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 36.6509 - mean_squared_error: 36.6509 - val_loss: 2330.9941 - val_mean_squared_error: 2330.9941
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 38.9619 - mean_squared_error: 38.9619 - val_loss: 2158.4956 - val_mean_squared_error: 2158.4956
2022-12-09 12:24:05.664199: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 12:24:06.422170: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2451.8840 - mean_squared_error: 2451.8840
2022-12-09 12:24:11.718746: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2451.8840 - mean_squared_error: 2451.8840 - val_loss: 1097.6786 - val_mean_squared_error: 1097.6786
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 133.6425 - mean_squared_error: 133.6425 - val_loss: 1124.5665 - val_mean_squared_error: 1124.5665
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 63.3880 - mean_squared_error: 63.3880 - val_loss: 1566.7769 - val_mean_squared_error: 1566.7769
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 45.1936 - mean_squared_error: 45.1936 - val_loss: 2165.9316 - val_mean_squared_error: 2165.9316
Epoch 5/25
81/81 [==============================] - 1s 15ms/step - loss: 46.7165 - mean_squared_error: 46.7165 - val_loss: 2191.6294 - val_mean_squared_error: 2191.6294
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 46.4940 - mean_squared_error: 46.4940 - val_loss: 2336.8484 - val_mean_squared_error: 2336.8484
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 41.3878 - mean_squared_error: 41.3878 - val_loss: 2314.7590 - val_mean_squared_error: 2314.7590
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 50.3832 - mean_squared_error: 50.3832 - val_loss: 2294.9814 - val_mean_squared_error: 2294.9814
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 38.0372 - mean_squared_error: 38.0372 - val_loss: 2258.7876 - val_mean_squared_error: 2258.7876
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 41.0882 - mean_squared_error: 41.0882 - val_loss: 2266.8093 - val_mean_squared_error: 2266.8093
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 38.5690 - mean_squared_error: 38.5690 - val_loss: 2230.8279 - val_mean_squared_error: 2230.8279
Epoch 12/25
81/81 [==============================] - 1s 16ms/step - loss: 37.5942 - mean_squared_error: 37.5942 - val_loss: 2322.7793 - val_mean_squared_error: 2322.7793
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 44.2836 - mean_squared_error: 44.2836 - val_loss: 2330.6133 - val_mean_squared_error: 2330.6133
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0737 - mean_squared_error: 37.0737 - val_loss: 2197.5173 - val_mean_squared_error: 2197.5173
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 39.4776 - mean_squared_error: 39.4776 - val_loss: 2489.9841 - val_mean_squared_error: 2489.9841
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 39.0866 - mean_squared_error: 39.0866 - val_loss: 2273.3909 - val_mean_squared_error: 2273.3909
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 32.2395 - mean_squared_error: 32.2395 - val_loss: 2348.4531 - val_mean_squared_error: 2348.4531
Epoch 18/25
81/81 [==============================] - 1s 10ms/step - loss: 35.4130 - mean_squared_error: 35.4130 - val_loss: 2195.1401 - val_mean_squared_error: 2195.1401
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 35.6892 - mean_squared_error: 35.6892 - val_loss: 2374.0762 - val_mean_squared_error: 2374.0762
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 47.0268 - mean_squared_error: 47.0268 - val_loss: 2226.5996 - val_mean_squared_error: 2226.5996
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 39.6598 - mean_squared_error: 39.6598 - val_loss: 2259.4817 - val_mean_squared_error: 2259.4817
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 37.1904 - mean_squared_error: 37.1904 - val_loss: 2194.5691 - val_mean_squared_error: 2194.5691
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0199 - mean_squared_error: 37.0199 - val_loss: 2158.7249 - val_mean_squared_error: 2158.7249
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 34.6336 - mean_squared_error: 34.6336 - val_loss: 2200.4629 - val_mean_squared_error: 2200.4629
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 40.5117 - mean_squared_error: 40.5117 - val_loss: 2103.4988 - val_mean_squared_error: 2103.4988
2022-12-09 12:24:31.157827: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 12:24:31.904082: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2402.1636 - mean_squared_error: 2402.1636
2022-12-09 12:24:37.495896: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2402.1636 - mean_squared_error: 2402.1636 - val_loss: 1051.8855 - val_mean_squared_error: 1051.8855
Epoch 2/25
81/81 [==============================] - 2s 20ms/step - loss: 184.6574 - mean_squared_error: 184.6574 - val_loss: 1362.6077 - val_mean_squared_error: 1362.6077
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 96.1589 - mean_squared_error: 96.1589 - val_loss: 1859.1573 - val_mean_squared_error: 1859.1573
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 64.2314 - mean_squared_error: 64.2314 - val_loss: 2216.1655 - val_mean_squared_error: 2216.1655
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 55.3787 - mean_squared_error: 55.3787 - val_loss: 2359.8645 - val_mean_squared_error: 2359.8645
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 54.9038 - mean_squared_error: 54.9038 - val_loss: 2389.9795 - val_mean_squared_error: 2389.9795
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 52.3095 - mean_squared_error: 52.3095 - val_loss: 2377.5259 - val_mean_squared_error: 2377.5259
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 42.6947 - mean_squared_error: 42.6947 - val_loss: 2440.3091 - val_mean_squared_error: 2440.3091
Epoch 9/25
81/81 [==============================] - 1s 12ms/step - loss: 48.6505 - mean_squared_error: 48.6505 - val_loss: 2498.7517 - val_mean_squared_error: 2498.7517
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 46.3035 - mean_squared_error: 46.3035 - val_loss: 2300.2419 - val_mean_squared_error: 2300.2419
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 41.0623 - mean_squared_error: 41.0623 - val_loss: 2358.3037 - val_mean_squared_error: 2358.3037
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 39.7726 - mean_squared_error: 39.7726 - val_loss: 2344.6301 - val_mean_squared_error: 2344.6301
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 45.1434 - mean_squared_error: 45.1434 - val_loss: 2389.2410 - val_mean_squared_error: 2389.2410
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0577 - mean_squared_error: 37.0577 - val_loss: 2297.8708 - val_mean_squared_error: 2297.8706
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 35.3438 - mean_squared_error: 35.3438 - val_loss: 2132.9202 - val_mean_squared_error: 2132.9202
Epoch 16/25
81/81 [==============================] - 1s 10ms/step - loss: 46.0070 - mean_squared_error: 46.0070 - val_loss: 2365.1792 - val_mean_squared_error: 2365.1792
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0758 - mean_squared_error: 37.0758 - val_loss: 2190.4365 - val_mean_squared_error: 2190.4365
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 45.4780 - mean_squared_error: 45.4780 - val_loss: 2215.2012 - val_mean_squared_error: 2215.2012
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 38.5724 - mean_squared_error: 38.5724 - val_loss: 2194.8137 - val_mean_squared_error: 2194.8137
Epoch 20/25
81/81 [==============================] - 1s 10ms/step - loss: 38.1803 - mean_squared_error: 38.1803 - val_loss: 2035.1746 - val_mean_squared_error: 2035.1746
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 39.7271 - mean_squared_error: 39.7271 - val_loss: 1995.5907 - val_mean_squared_error: 1995.5907
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 45.1361 - mean_squared_error: 45.1361 - val_loss: 2043.3003 - val_mean_squared_error: 2043.3003
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 42.9603 - mean_squared_error: 42.9603 - val_loss: 2010.0482 - val_mean_squared_error: 2010.0481
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 38.3816 - mean_squared_error: 38.3816 - val_loss: 1955.4705 - val_mean_squared_error: 1955.4705
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 37.5715 - mean_squared_error: 37.5715 - val_loss: 2068.3518 - val_mean_squared_error: 2068.3518
2022-12-09 12:24:57.193424: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:24:58.020872: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2507.6670 - mean_squared_error: 2507.6670
2022-12-09 12:25:03.883570: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2507.6670 - mean_squared_error: 2507.6670 - val_loss: 1052.0742 - val_mean_squared_error: 1052.0742
Epoch 2/25
81/81 [==============================] - 1s 16ms/step - loss: 324.2867 - mean_squared_error: 324.2867 - val_loss: 2040.7202 - val_mean_squared_error: 2040.7202
Epoch 3/25
81/81 [==============================] - 2s 19ms/step - loss: 222.5302 - mean_squared_error: 222.5302 - val_loss: 2253.4885 - val_mean_squared_error: 2253.4885
Epoch 4/25
81/81 [==============================] - 1s 13ms/step - loss: 165.8683 - mean_squared_error: 165.8683 - val_loss: 2594.4541 - val_mean_squared_error: 2594.4541
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 157.3199 - mean_squared_error: 157.3199 - val_loss: 2402.9260 - val_mean_squared_error: 2402.9260
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 140.0677 - mean_squared_error: 140.0677 - val_loss: 2558.3267 - val_mean_squared_error: 2558.3267
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 133.0875 - mean_squared_error: 133.0875 - val_loss: 2461.7019 - val_mean_squared_error: 2461.7019
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 127.6523 - mean_squared_error: 127.6523 - val_loss: 2548.4065 - val_mean_squared_error: 2548.4065
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 125.2915 - mean_squared_error: 125.2915 - val_loss: 2306.4133 - val_mean_squared_error: 2306.4133
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 123.8412 - mean_squared_error: 123.8412 - val_loss: 2224.6357 - val_mean_squared_error: 2224.6357
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 129.7491 - mean_squared_error: 129.7491 - val_loss: 2112.4192 - val_mean_squared_error: 2112.4192
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 120.4029 - mean_squared_error: 120.4029 - val_loss: 1965.8579 - val_mean_squared_error: 1965.8579
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 122.2620 - mean_squared_error: 122.2620 - val_loss: 2107.1821 - val_mean_squared_error: 2107.1821
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 120.7925 - mean_squared_error: 120.7925 - val_loss: 1732.2435 - val_mean_squared_error: 1732.2435
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 118.8633 - mean_squared_error: 118.8633 - val_loss: 1819.2922 - val_mean_squared_error: 1819.2922
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 113.6158 - mean_squared_error: 113.6158 - val_loss: 1696.1425 - val_mean_squared_error: 1696.1425
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 106.3564 - mean_squared_error: 106.3564 - val_loss: 1554.7184 - val_mean_squared_error: 1554.7184
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 107.5430 - mean_squared_error: 107.5430 - val_loss: 1404.0083 - val_mean_squared_error: 1404.0083
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 99.5452 - mean_squared_error: 99.5452 - val_loss: 1279.7721 - val_mean_squared_error: 1279.7721
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 98.0409 - mean_squared_error: 98.0409 - val_loss: 1320.8964 - val_mean_squared_error: 1320.8964
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 96.0777 - mean_squared_error: 96.0777 - val_loss: 1263.9502 - val_mean_squared_error: 1263.9502
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 92.0912 - mean_squared_error: 92.0912 - val_loss: 1385.2523 - val_mean_squared_error: 1385.2523
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 95.4820 - mean_squared_error: 95.4820 - val_loss: 1363.3464 - val_mean_squared_error: 1363.3464
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 91.6860 - mean_squared_error: 91.6860 - val_loss: 1659.7688 - val_mean_squared_error: 1659.7688
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 98.9313 - mean_squared_error: 98.9313 - val_loss: 1291.8680 - val_mean_squared_error: 1291.8680
2022-12-09 12:25:24.038346: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0007717038590922644
Generation:  37
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 ...
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:25:24.834773: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2449.8518 - mean_squared_error: 2449.8518
2022-12-09 12:25:30.344130: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2449.8518 - mean_squared_error: 2449.8518 - val_loss: 1335.8435 - val_mean_squared_error: 1335.8435
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 324.3104 - mean_squared_error: 324.3104 - val_loss: 2085.8733 - val_mean_squared_error: 2085.8733
Epoch 3/25
81/81 [==============================] - 1s 9ms/step - loss: 226.6949 - mean_squared_error: 226.6949 - val_loss: 2588.7871 - val_mean_squared_error: 2588.7871
Epoch 4/25
81/81 [==============================] - 1s 18ms/step - loss: 168.1793 - mean_squared_error: 168.1793 - val_loss: 2696.1619 - val_mean_squared_error: 2696.1619
Epoch 5/25
81/81 [==============================] - 1s 8ms/step - loss: 147.6624 - mean_squared_error: 147.6624 - val_loss: 2565.0547 - val_mean_squared_error: 2565.0547
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 136.9382 - mean_squared_error: 136.9382 - val_loss: 2788.3357 - val_mean_squared_error: 2788.3357
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 126.5106 - mean_squared_error: 126.5106 - val_loss: 2735.4011 - val_mean_squared_error: 2735.4011
Epoch 8/25
81/81 [==============================] - 1s 11ms/step - loss: 132.2231 - mean_squared_error: 132.2231 - val_loss: 2682.4465 - val_mean_squared_error: 2682.4465
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 126.8619 - mean_squared_error: 126.8619 - val_loss: 2688.1953 - val_mean_squared_error: 2688.1953
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 130.8347 - mean_squared_error: 130.8347 - val_loss: 2671.2158 - val_mean_squared_error: 2671.2158
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 126.6848 - mean_squared_error: 126.6848 - val_loss: 2631.0500 - val_mean_squared_error: 2631.0500
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 128.4322 - mean_squared_error: 128.4322 - val_loss: 2692.4275 - val_mean_squared_error: 2692.4275
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 122.0223 - mean_squared_error: 122.0223 - val_loss: 2470.0029 - val_mean_squared_error: 2470.0029
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 119.8682 - mean_squared_error: 119.8682 - val_loss: 2499.5217 - val_mean_squared_error: 2499.5217
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 116.4348 - mean_squared_error: 116.4348 - val_loss: 2336.4536 - val_mean_squared_error: 2336.4536
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 116.3655 - mean_squared_error: 116.3655 - val_loss: 2260.2759 - val_mean_squared_error: 2260.2759
Epoch 17/25
81/81 [==============================] - 1s 17ms/step - loss: 111.2855 - mean_squared_error: 111.2855 - val_loss: 2149.5542 - val_mean_squared_error: 2149.5542
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 111.3896 - mean_squared_error: 111.3896 - val_loss: 2326.6133 - val_mean_squared_error: 2326.6133
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 106.4499 - mean_squared_error: 106.4499 - val_loss: 2063.4568 - val_mean_squared_error: 2063.4568
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 99.6004 - mean_squared_error: 99.6004 - val_loss: 1929.8961 - val_mean_squared_error: 1929.8961
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 101.3819 - mean_squared_error: 101.3819 - val_loss: 2092.9790 - val_mean_squared_error: 2092.9790
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 97.8884 - mean_squared_error: 97.8884 - val_loss: 1824.0114 - val_mean_squared_error: 1824.0114
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 97.4988 - mean_squared_error: 97.4988 - val_loss: 1648.6661 - val_mean_squared_error: 1648.6661
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 91.9826 - mean_squared_error: 91.9826 - val_loss: 1752.2655 - val_mean_squared_error: 1752.2655
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 95.8446 - mean_squared_error: 95.8446 - val_loss: 1955.8649 - val_mean_squared_error: 1955.8649
2022-12-09 12:25:49.837705: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.6737802  0.15281651 0.44309554 ... 0.         0.         0.        ]
 [0.65978331 0.18600112 0.44272007 ... 0.         0.         0.        ]
 ...
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(2577, 40)
(286, 40)
Epoch 1/25
2022-12-09 12:25:50.591898: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2433.3777 - mean_squared_error: 2433.3777
2022-12-09 12:25:56.487475: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 65ms/step - loss: 2433.3777 - mean_squared_error: 2433.3777 - val_loss: 944.5274 - val_mean_squared_error: 944.5274
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 223.8775 - mean_squared_error: 223.8775 - val_loss: 1314.4978 - val_mean_squared_error: 1314.4978
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 102.6791 - mean_squared_error: 102.6791 - val_loss: 1762.8491 - val_mean_squared_error: 1762.8491
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 75.2713 - mean_squared_error: 75.2713 - val_loss: 2235.6628 - val_mean_squared_error: 2235.6628
Epoch 5/25
81/81 [==============================] - 2s 23ms/step - loss: 62.4950 - mean_squared_error: 62.4950 - val_loss: 2312.3679 - val_mean_squared_error: 2312.3679
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 56.3296 - mean_squared_error: 56.3296 - val_loss: 2437.2769 - val_mean_squared_error: 2437.2769
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 58.4003 - mean_squared_error: 58.4003 - val_loss: 2517.1135 - val_mean_squared_error: 2517.1135
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 54.0355 - mean_squared_error: 54.0355 - val_loss: 2543.7092 - val_mean_squared_error: 2543.7092
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 47.1906 - mean_squared_error: 47.1906 - val_loss: 2484.0483 - val_mean_squared_error: 2484.0483
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 44.2464 - mean_squared_error: 44.2464 - val_loss: 2389.9529 - val_mean_squared_error: 2389.9529
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 42.2503 - mean_squared_error: 42.2503 - val_loss: 2485.6755 - val_mean_squared_error: 2485.6755
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 42.0798 - mean_squared_error: 42.0798 - val_loss: 2482.8059 - val_mean_squared_error: 2482.8059
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 39.9889 - mean_squared_error: 39.9889 - val_loss: 2387.0884 - val_mean_squared_error: 2387.0884
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 40.2868 - mean_squared_error: 40.2868 - val_loss: 2253.6538 - val_mean_squared_error: 2253.6538
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 39.7646 - mean_squared_error: 39.7646 - val_loss: 2307.3232 - val_mean_squared_error: 2307.3232
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 39.1268 - mean_squared_error: 39.1268 - val_loss: 2340.8496 - val_mean_squared_error: 2340.8496
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 50.4892 - mean_squared_error: 50.4892 - val_loss: 2395.3174 - val_mean_squared_error: 2395.3174
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 42.3295 - mean_squared_error: 42.3295 - val_loss: 2398.3193 - val_mean_squared_error: 2398.3193
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 40.1656 - mean_squared_error: 40.1656 - val_loss: 2258.4873 - val_mean_squared_error: 2258.4873
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 40.8315 - mean_squared_error: 40.8315 - val_loss: 2426.9602 - val_mean_squared_error: 2426.9602
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 40.9211 - mean_squared_error: 40.9211 - val_loss: 2255.6663 - val_mean_squared_error: 2255.6663
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 44.8633 - mean_squared_error: 44.8633 - val_loss: 2329.7764 - val_mean_squared_error: 2329.7764
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 38.6873 - mean_squared_error: 38.6873 - val_loss: 2289.6311 - val_mean_squared_error: 2289.6311
Epoch 24/25
81/81 [==============================] - 1s 10ms/step - loss: 38.1237 - mean_squared_error: 38.1237 - val_loss: 2194.1948 - val_mean_squared_error: 2194.1948
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 45.5594 - mean_squared_error: 45.5594 - val_loss: 2311.3357 - val_mean_squared_error: 2311.3357
2022-12-09 12:26:16.749042: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 ...
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 12:26:17.549980: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2420.0923 - mean_squared_error: 2420.0923
2022-12-09 12:26:23.451475: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 64ms/step - loss: 2420.0923 - mean_squared_error: 2420.0923 - val_loss: 1067.4031 - val_mean_squared_error: 1067.4031
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 173.8806 - mean_squared_error: 173.8806 - val_loss: 1457.9824 - val_mean_squared_error: 1457.9824
Epoch 3/25
81/81 [==============================] - 1s 14ms/step - loss: 83.6494 - mean_squared_error: 83.6494 - val_loss: 1878.5315 - val_mean_squared_error: 1878.5315
Epoch 4/25
81/81 [==============================] - 1s 8ms/step - loss: 65.9511 - mean_squared_error: 65.9511 - val_loss: 2035.5739 - val_mean_squared_error: 2035.5739
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 58.9502 - mean_squared_error: 58.9502 - val_loss: 2364.7815 - val_mean_squared_error: 2364.7815
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 51.2579 - mean_squared_error: 51.2579 - val_loss: 2324.5659 - val_mean_squared_error: 2324.5659
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 49.1133 - mean_squared_error: 49.1133 - val_loss: 2408.6609 - val_mean_squared_error: 2408.6609
Epoch 8/25
81/81 [==============================] - 1s 14ms/step - loss: 46.5689 - mean_squared_error: 46.5689 - val_loss: 2337.7795 - val_mean_squared_error: 2337.7795
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 44.0966 - mean_squared_error: 44.0966 - val_loss: 2377.9309 - val_mean_squared_error: 2377.9309
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 41.8446 - mean_squared_error: 41.8446 - val_loss: 2389.8071 - val_mean_squared_error: 2389.8071
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 39.2881 - mean_squared_error: 39.2881 - val_loss: 2374.7688 - val_mean_squared_error: 2374.7688
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 43.6802 - mean_squared_error: 43.6802 - val_loss: 2375.9019 - val_mean_squared_error: 2375.9019
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 42.3737 - mean_squared_error: 42.3737 - val_loss: 2328.0601 - val_mean_squared_error: 2328.0601
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 44.9624 - mean_squared_error: 44.9624 - val_loss: 2270.9500 - val_mean_squared_error: 2270.9500
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 42.1390 - mean_squared_error: 42.1390 - val_loss: 2101.4775 - val_mean_squared_error: 2101.4775
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 49.7222 - mean_squared_error: 49.7222 - val_loss: 2292.2715 - val_mean_squared_error: 2292.2715
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 39.4573 - mean_squared_error: 39.4573 - val_loss: 2088.0229 - val_mean_squared_error: 2088.0229
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 44.3578 - mean_squared_error: 44.3578 - val_loss: 1930.3540 - val_mean_squared_error: 1930.3540
Epoch 19/25
81/81 [==============================] - 1s 10ms/step - loss: 49.9289 - mean_squared_error: 49.9289 - val_loss: 2065.3098 - val_mean_squared_error: 2065.3098
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 46.7707 - mean_squared_error: 46.7707 - val_loss: 2030.2430 - val_mean_squared_error: 2030.2430
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 36.2746 - mean_squared_error: 36.2746 - val_loss: 2061.1362 - val_mean_squared_error: 2061.1362
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 43.8239 - mean_squared_error: 43.8239 - val_loss: 1899.9467 - val_mean_squared_error: 1899.9467
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 46.5923 - mean_squared_error: 46.5923 - val_loss: 2019.6143 - val_mean_squared_error: 2019.6143
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 40.3744 - mean_squared_error: 40.3744 - val_loss: 1921.7736 - val_mean_squared_error: 1921.7736
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 37.2524 - mean_squared_error: 37.2524 - val_loss: 1920.0244 - val_mean_squared_error: 1920.0244
2022-12-09 12:26:42.690175: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.25436535 ... 0.         0.         0.        ]
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 ...
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 12:26:43.459403: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2424.2512 - mean_squared_error: 2424.2512
2022-12-09 12:26:49.290775: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 64ms/step - loss: 2424.2512 - mean_squared_error: 2424.2512 - val_loss: 975.0197 - val_mean_squared_error: 975.0197
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 117.4208 - mean_squared_error: 117.4208 - val_loss: 993.3517 - val_mean_squared_error: 993.3517
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 54.2372 - mean_squared_error: 54.2372 - val_loss: 1599.5814 - val_mean_squared_error: 1599.5814
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 54.1778 - mean_squared_error: 54.1778 - val_loss: 2107.1692 - val_mean_squared_error: 2107.1692
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 43.0548 - mean_squared_error: 43.0548 - val_loss: 2257.4460 - val_mean_squared_error: 2257.4460
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 41.9036 - mean_squared_error: 41.9036 - val_loss: 2432.0674 - val_mean_squared_error: 2432.0674
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 46.7130 - mean_squared_error: 46.7130 - val_loss: 2303.2949 - val_mean_squared_error: 2303.2949
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 43.6393 - mean_squared_error: 43.6393 - val_loss: 2283.1624 - val_mean_squared_error: 2283.1624
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 34.0420 - mean_squared_error: 34.0420 - val_loss: 2129.2871 - val_mean_squared_error: 2129.2871
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 36.6259 - mean_squared_error: 36.6259 - val_loss: 2345.9902 - val_mean_squared_error: 2345.9902
Epoch 11/25
81/81 [==============================] - 1s 13ms/step - loss: 42.7133 - mean_squared_error: 42.7133 - val_loss: 2328.1653 - val_mean_squared_error: 2328.1653
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 47.7097 - mean_squared_error: 47.7097 - val_loss: 2097.5439 - val_mean_squared_error: 2097.5439
Epoch 13/25
81/81 [==============================] - 1s 12ms/step - loss: 38.9494 - mean_squared_error: 38.9494 - val_loss: 2120.7668 - val_mean_squared_error: 2120.7668
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 37.6185 - mean_squared_error: 37.6185 - val_loss: 2094.7300 - val_mean_squared_error: 2094.7300
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 34.6699 - mean_squared_error: 34.6699 - val_loss: 2071.9143 - val_mean_squared_error: 2071.9143
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 38.3021 - mean_squared_error: 38.3021 - val_loss: 2175.3069 - val_mean_squared_error: 2175.3069
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 40.6927 - mean_squared_error: 40.6927 - val_loss: 1972.4795 - val_mean_squared_error: 1972.4795
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 39.0294 - mean_squared_error: 39.0294 - val_loss: 2021.2268 - val_mean_squared_error: 2021.2268
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 40.6437 - mean_squared_error: 40.6437 - val_loss: 2061.7241 - val_mean_squared_error: 2061.7241
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 42.5645 - mean_squared_error: 42.5645 - val_loss: 1998.4910 - val_mean_squared_error: 1998.4908
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 38.4254 - mean_squared_error: 38.4254 - val_loss: 1880.3737 - val_mean_squared_error: 1880.3737
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 37.1186 - mean_squared_error: 37.1186 - val_loss: 2046.8883 - val_mean_squared_error: 2046.8881
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 42.6031 - mean_squared_error: 42.6031 - val_loss: 1717.2987 - val_mean_squared_error: 1717.2987
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 33.7550 - mean_squared_error: 33.7550 - val_loss: 1671.0448 - val_mean_squared_error: 1671.0448
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 38.3922 - mean_squared_error: 38.3922 - val_loss: 1679.2665 - val_mean_squared_error: 1679.2664
2022-12-09 12:27:08.271399: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:27:09.015400: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2432.2375 - mean_squared_error: 2432.2375
2022-12-09 12:27:14.819308: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2432.2375 - mean_squared_error: 2432.2375 - val_loss: 1339.3907 - val_mean_squared_error: 1339.3907
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 332.3969 - mean_squared_error: 332.3969 - val_loss: 2164.5874 - val_mean_squared_error: 2164.5874
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 226.6548 - mean_squared_error: 226.6548 - val_loss: 2503.3845 - val_mean_squared_error: 2503.3845
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 165.7946 - mean_squared_error: 165.7946 - val_loss: 2752.3557 - val_mean_squared_error: 2752.3557
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 148.4882 - mean_squared_error: 148.4882 - val_loss: 2665.9197 - val_mean_squared_error: 2665.9197
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 140.0877 - mean_squared_error: 140.0877 - val_loss: 2600.0999 - val_mean_squared_error: 2600.0996
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 139.5663 - mean_squared_error: 139.5663 - val_loss: 2705.4734 - val_mean_squared_error: 2705.4734
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 130.1486 - mean_squared_error: 130.1486 - val_loss: 2707.1772 - val_mean_squared_error: 2707.1772
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 130.6519 - mean_squared_error: 130.6519 - val_loss: 2777.5405 - val_mean_squared_error: 2777.5405
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 123.8234 - mean_squared_error: 123.8234 - val_loss: 2744.8362 - val_mean_squared_error: 2744.8362
Epoch 11/25
81/81 [==============================] - 1s 17ms/step - loss: 128.4394 - mean_squared_error: 128.4394 - val_loss: 2579.8586 - val_mean_squared_error: 2579.8586
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 124.7354 - mean_squared_error: 124.7354 - val_loss: 2751.5737 - val_mean_squared_error: 2751.5737
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 121.0175 - mean_squared_error: 121.0175 - val_loss: 2501.0798 - val_mean_squared_error: 2501.0798
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 121.5267 - mean_squared_error: 121.5267 - val_loss: 2505.0825 - val_mean_squared_error: 2505.0825
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 114.0032 - mean_squared_error: 114.0032 - val_loss: 2613.0510 - val_mean_squared_error: 2613.0510
Epoch 16/25
81/81 [==============================] - 1s 10ms/step - loss: 118.3506 - mean_squared_error: 118.3506 - val_loss: 2285.5652 - val_mean_squared_error: 2285.5652
Epoch 17/25
81/81 [==============================] - 1s 10ms/step - loss: 115.6670 - mean_squared_error: 115.6670 - val_loss: 2173.2195 - val_mean_squared_error: 2173.2195
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 105.3982 - mean_squared_error: 105.3982 - val_loss: 2318.2771 - val_mean_squared_error: 2318.2771
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 108.2643 - mean_squared_error: 108.2643 - val_loss: 2222.4153 - val_mean_squared_error: 2222.4153
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 106.7139 - mean_squared_error: 106.7139 - val_loss: 2158.4900 - val_mean_squared_error: 2158.4900
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 101.5270 - mean_squared_error: 101.5270 - val_loss: 2063.5203 - val_mean_squared_error: 2063.5203
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 101.1969 - mean_squared_error: 101.1969 - val_loss: 2159.3945 - val_mean_squared_error: 2159.3945
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 100.6553 - mean_squared_error: 100.6553 - val_loss: 1821.6577 - val_mean_squared_error: 1821.6577
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 98.7672 - mean_squared_error: 98.7672 - val_loss: 2023.4628 - val_mean_squared_error: 2023.4628
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 92.2125 - mean_squared_error: 92.2125 - val_loss: 1914.0498 - val_mean_squared_error: 1914.0498
2022-12-09 12:27:34.279112: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0005887277853911439
Generation:  38
[[0.6994447  0.12548801 0.25436535 ... 0.         0.         0.        ]
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 12:27:34.957033: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2385.7256 - mean_squared_error: 2385.7256
2022-12-09 12:27:40.421257: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 59ms/step - loss: 2385.7256 - mean_squared_error: 2385.7256 - val_loss: 784.5082 - val_mean_squared_error: 784.5082
Epoch 2/25
81/81 [==============================] - 2s 19ms/step - loss: 119.4650 - mean_squared_error: 119.4650 - val_loss: 1267.4601 - val_mean_squared_error: 1267.4601
Epoch 3/25
81/81 [==============================] - 1s 9ms/step - loss: 55.0672 - mean_squared_error: 55.0672 - val_loss: 1660.6517 - val_mean_squared_error: 1660.6517
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 44.0633 - mean_squared_error: 44.0633 - val_loss: 2257.7439 - val_mean_squared_error: 2257.7439
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 43.7498 - mean_squared_error: 43.7498 - val_loss: 2470.9424 - val_mean_squared_error: 2470.9424
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 42.1793 - mean_squared_error: 42.1793 - val_loss: 2581.2117 - val_mean_squared_error: 2581.2114
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 41.8675 - mean_squared_error: 41.8675 - val_loss: 2637.0312 - val_mean_squared_error: 2637.0312
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 34.2833 - mean_squared_error: 34.2833 - val_loss: 2568.2256 - val_mean_squared_error: 2568.2256
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 41.7431 - mean_squared_error: 41.7431 - val_loss: 2580.6465 - val_mean_squared_error: 2580.6465
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 41.3104 - mean_squared_error: 41.3104 - val_loss: 2538.3430 - val_mean_squared_error: 2538.3430
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 34.3247 - mean_squared_error: 34.3247 - val_loss: 2541.0161 - val_mean_squared_error: 2541.0159
Epoch 12/25
81/81 [==============================] - 1s 11ms/step - loss: 39.2659 - mean_squared_error: 39.2659 - val_loss: 2587.0220 - val_mean_squared_error: 2587.0220
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 40.5793 - mean_squared_error: 40.5793 - val_loss: 2569.5383 - val_mean_squared_error: 2569.5383
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 33.1183 - mean_squared_error: 33.1183 - val_loss: 2561.5439 - val_mean_squared_error: 2561.5439
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 38.1660 - mean_squared_error: 38.1660 - val_loss: 2377.0994 - val_mean_squared_error: 2377.0994
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 41.1397 - mean_squared_error: 41.1397 - val_loss: 2541.4521 - val_mean_squared_error: 2541.4521
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 45.4442 - mean_squared_error: 45.4442 - val_loss: 2456.0820 - val_mean_squared_error: 2456.0820
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 40.9079 - mean_squared_error: 40.9079 - val_loss: 2354.2524 - val_mean_squared_error: 2354.2524
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 34.9403 - mean_squared_error: 34.9403 - val_loss: 2530.2659 - val_mean_squared_error: 2530.2659
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 34.7216 - mean_squared_error: 34.7216 - val_loss: 2329.7612 - val_mean_squared_error: 2329.7612
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 44.4045 - mean_squared_error: 44.4045 - val_loss: 2311.5415 - val_mean_squared_error: 2311.5415
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 43.3825 - mean_squared_error: 43.3825 - val_loss: 2151.8069 - val_mean_squared_error: 2151.8069
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 37.7214 - mean_squared_error: 37.7214 - val_loss: 2390.0264 - val_mean_squared_error: 2390.0264
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 34.7613 - mean_squared_error: 34.7613 - val_loss: 2353.3726 - val_mean_squared_error: 2353.3726
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 35.7569 - mean_squared_error: 35.7569 - val_loss: 2173.4487 - val_mean_squared_error: 2173.4487
2022-12-09 12:27:59.644133: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:28:00.387913: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2458.7214 - mean_squared_error: 2458.7214
2022-12-09 12:28:05.920159: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 59ms/step - loss: 2458.7214 - mean_squared_error: 2458.7214 - val_loss: 1319.9984 - val_mean_squared_error: 1319.9984
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 325.0905 - mean_squared_error: 325.0905 - val_loss: 1794.2036 - val_mean_squared_error: 1794.2036
Epoch 3/25
81/81 [==============================] - 1s 8ms/step - loss: 227.9649 - mean_squared_error: 227.9649 - val_loss: 2131.7600 - val_mean_squared_error: 2131.7600
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 160.6456 - mean_squared_error: 160.6456 - val_loss: 2202.6799 - val_mean_squared_error: 2202.6799
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 145.0751 - mean_squared_error: 145.0751 - val_loss: 2162.8796 - val_mean_squared_error: 2162.8796
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 137.1417 - mean_squared_error: 137.1417 - val_loss: 1882.2830 - val_mean_squared_error: 1882.2830
Epoch 7/25
81/81 [==============================] - 1s 17ms/step - loss: 135.5817 - mean_squared_error: 135.5817 - val_loss: 1941.2533 - val_mean_squared_error: 1941.2533
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 128.0277 - mean_squared_error: 128.0277 - val_loss: 1526.9480 - val_mean_squared_error: 1526.9480
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 126.2622 - mean_squared_error: 126.2622 - val_loss: 1279.7465 - val_mean_squared_error: 1279.7465
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 125.6362 - mean_squared_error: 125.6362 - val_loss: 1236.8788 - val_mean_squared_error: 1236.8788
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 121.9679 - mean_squared_error: 121.9679 - val_loss: 811.3598 - val_mean_squared_error: 811.3597
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 129.0883 - mean_squared_error: 129.0883 - val_loss: 774.1981 - val_mean_squared_error: 774.1981
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 123.8715 - mean_squared_error: 123.8715 - val_loss: 714.3898 - val_mean_squared_error: 714.3898
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 123.3278 - mean_squared_error: 123.3278 - val_loss: 550.1245 - val_mean_squared_error: 550.1245
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 116.0912 - mean_squared_error: 116.0912 - val_loss: 331.2201 - val_mean_squared_error: 331.2201
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 111.3348 - mean_squared_error: 111.3348 - val_loss: 403.2482 - val_mean_squared_error: 403.2482
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 109.4148 - mean_squared_error: 109.4148 - val_loss: 304.6591 - val_mean_squared_error: 304.6591
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 105.5910 - mean_squared_error: 105.5910 - val_loss: 150.3337 - val_mean_squared_error: 150.3337
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 103.5592 - mean_squared_error: 103.5592 - val_loss: 117.2189 - val_mean_squared_error: 117.2189
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 100.7171 - mean_squared_error: 100.7171 - val_loss: 94.8341 - val_mean_squared_error: 94.8341
Epoch 21/25
81/81 [==============================] - 1s 14ms/step - loss: 100.9601 - mean_squared_error: 100.9601 - val_loss: 76.6136 - val_mean_squared_error: 76.6136
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 95.5474 - mean_squared_error: 95.5474 - val_loss: 46.7366 - val_mean_squared_error: 46.7366
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 95.9624 - mean_squared_error: 95.9624 - val_loss: 48.3593 - val_mean_squared_error: 48.3593
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 98.5636 - mean_squared_error: 98.5636 - val_loss: 67.8782 - val_mean_squared_error: 67.8782
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 89.2630 - mean_squared_error: 89.2630 - val_loss: 40.0876 - val_mean_squared_error: 40.0876
2022-12-09 12:28:25.339053: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 12:28:26.036517: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2449.6929 - mean_squared_error: 2449.6929
2022-12-09 12:28:31.542278: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 59ms/step - loss: 2449.6929 - mean_squared_error: 2449.6929 - val_loss: 981.2756 - val_mean_squared_error: 981.2756
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 194.5731 - mean_squared_error: 194.5731 - val_loss: 1639.3650 - val_mean_squared_error: 1639.3650
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 93.3066 - mean_squared_error: 93.3066 - val_loss: 1881.6256 - val_mean_squared_error: 1881.6256
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 65.2505 - mean_squared_error: 65.2505 - val_loss: 2435.0557 - val_mean_squared_error: 2435.0557
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 61.4081 - mean_squared_error: 61.4081 - val_loss: 2331.7925 - val_mean_squared_error: 2331.7925
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 52.0668 - mean_squared_error: 52.0668 - val_loss: 2545.8342 - val_mean_squared_error: 2545.8342
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 50.8222 - mean_squared_error: 50.8222 - val_loss: 2515.2534 - val_mean_squared_error: 2515.2534
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 52.4363 - mean_squared_error: 52.4363 - val_loss: 2494.6045 - val_mean_squared_error: 2494.6045
Epoch 9/25
81/81 [==============================] - 1s 15ms/step - loss: 48.4795 - mean_squared_error: 48.4795 - val_loss: 2481.9062 - val_mean_squared_error: 2481.9062
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 41.4997 - mean_squared_error: 41.4997 - val_loss: 2476.0059 - val_mean_squared_error: 2476.0059
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 45.8860 - mean_squared_error: 45.8860 - val_loss: 2452.4229 - val_mean_squared_error: 2452.4229
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 54.4924 - mean_squared_error: 54.4924 - val_loss: 2689.7581 - val_mean_squared_error: 2689.7581
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 36.4075 - mean_squared_error: 36.4075 - val_loss: 2452.5227 - val_mean_squared_error: 2452.5225
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 40.6734 - mean_squared_error: 40.6734 - val_loss: 2472.3008 - val_mean_squared_error: 2472.3008
Epoch 15/25
81/81 [==============================] - 1s 11ms/step - loss: 44.4418 - mean_squared_error: 44.4418 - val_loss: 2504.2690 - val_mean_squared_error: 2504.2690
Epoch 16/25
81/81 [==============================] - 1s 11ms/step - loss: 37.1212 - mean_squared_error: 37.1212 - val_loss: 2327.6238 - val_mean_squared_error: 2327.6238
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 41.1811 - mean_squared_error: 41.1811 - val_loss: 2340.5554 - val_mean_squared_error: 2340.5554
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 45.2831 - mean_squared_error: 45.2831 - val_loss: 2318.3445 - val_mean_squared_error: 2318.3445
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 41.9988 - mean_squared_error: 41.9988 - val_loss: 2340.8462 - val_mean_squared_error: 2340.8462
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 32.9374 - mean_squared_error: 32.9374 - val_loss: 2368.3135 - val_mean_squared_error: 2368.3135
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 38.7417 - mean_squared_error: 38.7417 - val_loss: 2277.2278 - val_mean_squared_error: 2277.2278
Epoch 22/25
81/81 [==============================] - 1s 14ms/step - loss: 40.0850 - mean_squared_error: 40.0850 - val_loss: 2409.7266 - val_mean_squared_error: 2409.7266
Epoch 23/25
81/81 [==============================] - 1s 10ms/step - loss: 35.6971 - mean_squared_error: 35.6971 - val_loss: 2340.4614 - val_mean_squared_error: 2340.4614
Epoch 24/25
81/81 [==============================] - 1s 10ms/step - loss: 40.8636 - mean_squared_error: 40.8636 - val_loss: 2167.2783 - val_mean_squared_error: 2167.2783
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 35.7408 - mean_squared_error: 35.7408 - val_loss: 2302.7351 - val_mean_squared_error: 2302.7351
2022-12-09 12:28:52.238934: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 ...
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:28:53.038920: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2433.2983 - mean_squared_error: 2433.2983
2022-12-09 12:28:59.152567: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 65ms/step - loss: 2433.2983 - mean_squared_error: 2433.2983 - val_loss: 889.2334 - val_mean_squared_error: 889.2334
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 322.0382 - mean_squared_error: 322.0382 - val_loss: 1711.6144 - val_mean_squared_error: 1711.6144
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 221.7825 - mean_squared_error: 221.7825 - val_loss: 2130.2375 - val_mean_squared_error: 2130.2375
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 170.6793 - mean_squared_error: 170.6793 - val_loss: 2234.1516 - val_mean_squared_error: 2234.1516
Epoch 5/25
81/81 [==============================] - 1s 13ms/step - loss: 145.4879 - mean_squared_error: 145.4879 - val_loss: 2093.6436 - val_mean_squared_error: 2093.6436
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 136.8871 - mean_squared_error: 136.8871 - val_loss: 2290.1658 - val_mean_squared_error: 2290.1658
Epoch 7/25
81/81 [==============================] - 1s 16ms/step - loss: 139.1132 - mean_squared_error: 139.1132 - val_loss: 2202.4536 - val_mean_squared_error: 2202.4536
Epoch 8/25
81/81 [==============================] - 1s 11ms/step - loss: 129.0423 - mean_squared_error: 129.0423 - val_loss: 2264.8879 - val_mean_squared_error: 2264.8879
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 123.3999 - mean_squared_error: 123.3999 - val_loss: 2028.6995 - val_mean_squared_error: 2028.6995
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 124.3826 - mean_squared_error: 124.3826 - val_loss: 1975.9054 - val_mean_squared_error: 1975.9054
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 126.3944 - mean_squared_error: 126.3944 - val_loss: 1998.4377 - val_mean_squared_error: 1998.4377
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 123.3220 - mean_squared_error: 123.3220 - val_loss: 1893.6099 - val_mean_squared_error: 1893.6099
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 115.3983 - mean_squared_error: 115.3983 - val_loss: 1894.4751 - val_mean_squared_error: 1894.4751
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 116.1468 - mean_squared_error: 116.1468 - val_loss: 1635.6615 - val_mean_squared_error: 1635.6615
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 121.5941 - mean_squared_error: 121.5941 - val_loss: 1552.1761 - val_mean_squared_error: 1552.1761
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 109.7721 - mean_squared_error: 109.7721 - val_loss: 1271.4310 - val_mean_squared_error: 1271.4310
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 115.2311 - mean_squared_error: 115.2311 - val_loss: 1420.0027 - val_mean_squared_error: 1420.0027
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 114.5290 - mean_squared_error: 114.5290 - val_loss: 1293.9093 - val_mean_squared_error: 1293.9093
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 105.5141 - mean_squared_error: 105.5141 - val_loss: 1150.1178 - val_mean_squared_error: 1150.1178
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 108.2886 - mean_squared_error: 108.2886 - val_loss: 1216.2844 - val_mean_squared_error: 1216.2844
Epoch 21/25
81/81 [==============================] - 1s 10ms/step - loss: 104.9938 - mean_squared_error: 104.9938 - val_loss: 984.6272 - val_mean_squared_error: 984.6272
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 101.7304 - mean_squared_error: 101.7304 - val_loss: 1024.8733 - val_mean_squared_error: 1024.8733
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 90.8150 - mean_squared_error: 90.8150 - val_loss: 832.1577 - val_mean_squared_error: 832.1577
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 93.6252 - mean_squared_error: 93.6252 - val_loss: 1109.6837 - val_mean_squared_error: 1109.6837
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 92.7059 - mean_squared_error: 92.7059 - val_loss: 992.1609 - val_mean_squared_error: 992.1609
2022-12-09 12:29:18.809195: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.25436535 ... 0.         0.         0.        ]
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 ...
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 12:29:19.583334: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2412.2173 - mean_squared_error: 2412.2173
2022-12-09 12:29:25.155107: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 59ms/step - loss: 2412.2173 - mean_squared_error: 2412.2173 - val_loss: 1258.7753 - val_mean_squared_error: 1258.7751
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 171.0656 - mean_squared_error: 171.0656 - val_loss: 1682.3132 - val_mean_squared_error: 1682.3131
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 86.8743 - mean_squared_error: 86.8743 - val_loss: 1942.3014 - val_mean_squared_error: 1942.3014
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 66.7726 - mean_squared_error: 66.7726 - val_loss: 2077.7285 - val_mean_squared_error: 2077.7285
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 48.0302 - mean_squared_error: 48.0302 - val_loss: 2253.2771 - val_mean_squared_error: 2253.2771
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 51.1200 - mean_squared_error: 51.1200 - val_loss: 2343.8940 - val_mean_squared_error: 2343.8940
Epoch 7/25
81/81 [==============================] - 1s 15ms/step - loss: 43.6877 - mean_squared_error: 43.6877 - val_loss: 2376.8572 - val_mean_squared_error: 2376.8572
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 45.5079 - mean_squared_error: 45.5079 - val_loss: 2337.7507 - val_mean_squared_error: 2337.7507
Epoch 9/25
81/81 [==============================] - 1s 12ms/step - loss: 39.6810 - mean_squared_error: 39.6810 - val_loss: 2285.7734 - val_mean_squared_error: 2285.7734
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 43.9645 - mean_squared_error: 43.9645 - val_loss: 2321.0664 - val_mean_squared_error: 2321.0664
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 40.5605 - mean_squared_error: 40.5605 - val_loss: 2302.8867 - val_mean_squared_error: 2302.8867
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 40.8607 - mean_squared_error: 40.8607 - val_loss: 2198.0935 - val_mean_squared_error: 2198.0935
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 41.7488 - mean_squared_error: 41.7488 - val_loss: 2227.4695 - val_mean_squared_error: 2227.4695
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 36.1691 - mean_squared_error: 36.1691 - val_loss: 2021.4329 - val_mean_squared_error: 2021.4329
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 39.8403 - mean_squared_error: 39.8403 - val_loss: 2065.8572 - val_mean_squared_error: 2065.8572
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 43.3633 - mean_squared_error: 43.3633 - val_loss: 2192.5813 - val_mean_squared_error: 2192.5813
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 39.3409 - mean_squared_error: 39.3409 - val_loss: 2003.5511 - val_mean_squared_error: 2003.5511
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 35.8908 - mean_squared_error: 35.8908 - val_loss: 1924.8944 - val_mean_squared_error: 1924.8944
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 33.1129 - mean_squared_error: 33.1129 - val_loss: 1941.1344 - val_mean_squared_error: 1941.1344
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 32.0769 - mean_squared_error: 32.0769 - val_loss: 1896.8905 - val_mean_squared_error: 1896.8905
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 38.5131 - mean_squared_error: 38.5131 - val_loss: 2049.6472 - val_mean_squared_error: 2049.6472
Epoch 22/25
81/81 [==============================] - 1s 10ms/step - loss: 35.5741 - mean_squared_error: 35.5741 - val_loss: 1708.0358 - val_mean_squared_error: 1708.0358
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 40.5853 - mean_squared_error: 40.5853 - val_loss: 1765.7621 - val_mean_squared_error: 1765.7621
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 38.0821 - mean_squared_error: 38.0821 - val_loss: 1665.2660 - val_mean_squared_error: 1665.2660
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0807 - mean_squared_error: 38.0807 - val_loss: 1813.4636 - val_mean_squared_error: 1813.4635
2022-12-09 12:29:44.832732: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.019515432052268005
Generation:  39
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:29:51.262254: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2458.7507 - mean_squared_error: 2458.7507
2022-12-09 12:29:56.756484: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2458.7507 - mean_squared_error: 2458.7507 - val_loss: 1390.3792 - val_mean_squared_error: 1390.3792
Epoch 2/25
81/81 [==============================] - 2s 24ms/step - loss: 313.1588 - mean_squared_error: 313.1588 - val_loss: 2073.2905 - val_mean_squared_error: 2073.2905
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 198.6490 - mean_squared_error: 198.6490 - val_loss: 2289.9553 - val_mean_squared_error: 2289.9553
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 158.3601 - mean_squared_error: 158.3601 - val_loss: 2363.7769 - val_mean_squared_error: 2363.7769
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 148.2550 - mean_squared_error: 148.2550 - val_loss: 2241.5586 - val_mean_squared_error: 2241.5586
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 129.1529 - mean_squared_error: 129.1529 - val_loss: 1838.0618 - val_mean_squared_error: 1838.0618
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 139.6129 - mean_squared_error: 139.6129 - val_loss: 1471.8290 - val_mean_squared_error: 1471.8290
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 129.7339 - mean_squared_error: 129.7339 - val_loss: 1254.9139 - val_mean_squared_error: 1254.9139
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 128.0030 - mean_squared_error: 128.0030 - val_loss: 989.9869 - val_mean_squared_error: 989.9869
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 132.7241 - mean_squared_error: 132.7241 - val_loss: 961.4874 - val_mean_squared_error: 961.4874
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 125.2999 - mean_squared_error: 125.2999 - val_loss: 571.1454 - val_mean_squared_error: 571.1454
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 112.2430 - mean_squared_error: 112.2430 - val_loss: 547.8565 - val_mean_squared_error: 547.8565
Epoch 13/25
81/81 [==============================] - 1s 13ms/step - loss: 122.7672 - mean_squared_error: 122.7672 - val_loss: 551.5966 - val_mean_squared_error: 551.5966
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 112.7325 - mean_squared_error: 112.7325 - val_loss: 385.2130 - val_mean_squared_error: 385.2130
Epoch 15/25
81/81 [==============================] - 1s 10ms/step - loss: 113.9487 - mean_squared_error: 113.9487 - val_loss: 442.5013 - val_mean_squared_error: 442.5013
Epoch 16/25
81/81 [==============================] - 1s 12ms/step - loss: 110.2332 - mean_squared_error: 110.2332 - val_loss: 346.5410 - val_mean_squared_error: 346.5410
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 101.1442 - mean_squared_error: 101.1442 - val_loss: 357.7563 - val_mean_squared_error: 357.7563
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 101.8482 - mean_squared_error: 101.8482 - val_loss: 170.2565 - val_mean_squared_error: 170.2565
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 97.1539 - mean_squared_error: 97.1539 - val_loss: 135.4207 - val_mean_squared_error: 135.4207
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 103.0145 - mean_squared_error: 103.0145 - val_loss: 47.6843 - val_mean_squared_error: 47.6843
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 95.2473 - mean_squared_error: 95.2473 - val_loss: 58.3929 - val_mean_squared_error: 58.3929
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 91.8108 - mean_squared_error: 91.8108 - val_loss: 52.5985 - val_mean_squared_error: 52.5985
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 93.0091 - mean_squared_error: 93.0091 - val_loss: 110.3204 - val_mean_squared_error: 110.3204
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 96.2924 - mean_squared_error: 96.2924 - val_loss: 44.8452 - val_mean_squared_error: 44.8452
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 87.0681 - mean_squared_error: 87.0681 - val_loss: 68.9880 - val_mean_squared_error: 68.9880
2022-12-09 12:30:17.039372: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 ...
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:30:17.774372: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2465.9275 - mean_squared_error: 2465.9275
2022-12-09 12:30:22.797532: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 54ms/step - loss: 2465.9275 - mean_squared_error: 2465.9275 - val_loss: 1055.5553 - val_mean_squared_error: 1055.5553
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 325.4009 - mean_squared_error: 325.4009 - val_loss: 1610.7797 - val_mean_squared_error: 1610.7797
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 227.2984 - mean_squared_error: 227.2984 - val_loss: 2192.1721 - val_mean_squared_error: 2192.1721
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 167.8530 - mean_squared_error: 167.8530 - val_loss: 2239.9458 - val_mean_squared_error: 2239.9458
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 145.1682 - mean_squared_error: 145.1682 - val_loss: 2449.6226 - val_mean_squared_error: 2449.6226
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 143.4906 - mean_squared_error: 143.4906 - val_loss: 2347.9666 - val_mean_squared_error: 2347.9663
Epoch 7/25
81/81 [==============================] - 1s 14ms/step - loss: 126.7232 - mean_squared_error: 126.7232 - val_loss: 2451.7773 - val_mean_squared_error: 2451.7773
Epoch 8/25
81/81 [==============================] - 1s 11ms/step - loss: 132.5586 - mean_squared_error: 132.5586 - val_loss: 2013.9615 - val_mean_squared_error: 2013.9615
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 132.4455 - mean_squared_error: 132.4455 - val_loss: 2108.5496 - val_mean_squared_error: 2108.5496
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 138.0121 - mean_squared_error: 138.0121 - val_loss: 1967.9073 - val_mean_squared_error: 1967.9073
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 125.2667 - mean_squared_error: 125.2667 - val_loss: 1980.2325 - val_mean_squared_error: 1980.2325
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 122.9296 - mean_squared_error: 122.9296 - val_loss: 1894.2592 - val_mean_squared_error: 1894.2592
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 120.5552 - mean_squared_error: 120.5552 - val_loss: 1664.7144 - val_mean_squared_error: 1664.7144
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 124.0855 - mean_squared_error: 124.0855 - val_loss: 1978.4604 - val_mean_squared_error: 1978.4604
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 122.2121 - mean_squared_error: 122.2121 - val_loss: 1517.7061 - val_mean_squared_error: 1517.7061
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 120.3628 - mean_squared_error: 120.3628 - val_loss: 1548.7832 - val_mean_squared_error: 1548.7832
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 107.8505 - mean_squared_error: 107.8505 - val_loss: 1524.0278 - val_mean_squared_error: 1524.0278
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 118.0585 - mean_squared_error: 118.0585 - val_loss: 1648.1633 - val_mean_squared_error: 1648.1633
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 110.4157 - mean_squared_error: 110.4157 - val_loss: 1533.4723 - val_mean_squared_error: 1533.4723
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 110.3820 - mean_squared_error: 110.3820 - val_loss: 1242.1316 - val_mean_squared_error: 1242.1316
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 106.8617 - mean_squared_error: 106.8617 - val_loss: 1261.3010 - val_mean_squared_error: 1261.3010
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 97.8001 - mean_squared_error: 97.8001 - val_loss: 1406.2661 - val_mean_squared_error: 1406.2661
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 107.4958 - mean_squared_error: 107.4958 - val_loss: 1305.2491 - val_mean_squared_error: 1305.2491
Epoch 24/25
81/81 [==============================] - 1s 14ms/step - loss: 96.4069 - mean_squared_error: 96.4069 - val_loss: 1022.3069 - val_mean_squared_error: 1022.3069
Epoch 25/25
81/81 [==============================] - 1s 10ms/step - loss: 91.9175 - mean_squared_error: 91.9175 - val_loss: 1016.1726 - val_mean_squared_error: 1016.1726
2022-12-09 12:30:42.322124: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.25436535 ... 0.         0.         0.        ]
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 ...
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 12:30:42.993317: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2444.0291 - mean_squared_error: 2444.0291
2022-12-09 12:30:48.066610: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 55ms/step - loss: 2444.0291 - mean_squared_error: 2444.0291 - val_loss: 1125.6716 - val_mean_squared_error: 1125.6716
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 180.9387 - mean_squared_error: 180.9387 - val_loss: 1552.4971 - val_mean_squared_error: 1552.4971
Epoch 3/25
81/81 [==============================] - 1s 15ms/step - loss: 86.6314 - mean_squared_error: 86.6314 - val_loss: 1867.6451 - val_mean_squared_error: 1867.6451
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 64.5588 - mean_squared_error: 64.5588 - val_loss: 2085.9390 - val_mean_squared_error: 2085.9390
Epoch 5/25
81/81 [==============================] - 1s 8ms/step - loss: 62.8887 - mean_squared_error: 62.8887 - val_loss: 2340.3674 - val_mean_squared_error: 2340.3674
Epoch 6/25
81/81 [==============================] - 1s 16ms/step - loss: 55.7614 - mean_squared_error: 55.7614 - val_loss: 2550.9868 - val_mean_squared_error: 2550.9868
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 45.8769 - mean_squared_error: 45.8769 - val_loss: 2401.8862 - val_mean_squared_error: 2401.8862
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 48.6600 - mean_squared_error: 48.6600 - val_loss: 2466.7456 - val_mean_squared_error: 2466.7456
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 42.9544 - mean_squared_error: 42.9544 - val_loss: 2463.8418 - val_mean_squared_error: 2463.8418
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 45.7073 - mean_squared_error: 45.7073 - val_loss: 2547.1902 - val_mean_squared_error: 2547.1902
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 44.0794 - mean_squared_error: 44.0794 - val_loss: 2377.9087 - val_mean_squared_error: 2377.9087
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 38.9198 - mean_squared_error: 38.9198 - val_loss: 2273.6941 - val_mean_squared_error: 2273.6941
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 38.5647 - mean_squared_error: 38.5647 - val_loss: 2413.7542 - val_mean_squared_error: 2413.7542
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 36.5647 - mean_squared_error: 36.5647 - val_loss: 2406.5112 - val_mean_squared_error: 2406.5112
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 43.7370 - mean_squared_error: 43.7370 - val_loss: 2407.2698 - val_mean_squared_error: 2407.2698
Epoch 16/25
81/81 [==============================] - 1s 16ms/step - loss: 35.8514 - mean_squared_error: 35.8514 - val_loss: 2340.5613 - val_mean_squared_error: 2340.5613
Epoch 17/25
81/81 [==============================] - 1s 10ms/step - loss: 40.0811 - mean_squared_error: 40.0811 - val_loss: 2114.6580 - val_mean_squared_error: 2114.6580
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 37.0146 - mean_squared_error: 37.0146 - val_loss: 2322.9583 - val_mean_squared_error: 2322.9583
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 37.8069 - mean_squared_error: 37.8069 - val_loss: 2346.6028 - val_mean_squared_error: 2346.6028
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 36.0986 - mean_squared_error: 36.0986 - val_loss: 2189.5444 - val_mean_squared_error: 2189.5442
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 39.2626 - mean_squared_error: 39.2626 - val_loss: 2086.9670 - val_mean_squared_error: 2086.9670
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0934 - mean_squared_error: 38.0934 - val_loss: 2140.4258 - val_mean_squared_error: 2140.4258
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 36.1800 - mean_squared_error: 36.1800 - val_loss: 2233.4456 - val_mean_squared_error: 2233.4453
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 40.7118 - mean_squared_error: 40.7118 - val_loss: 2053.2427 - val_mean_squared_error: 2053.2427
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 35.8386 - mean_squared_error: 35.8386 - val_loss: 2018.4771 - val_mean_squared_error: 2018.4771
2022-12-09 12:31:07.920476: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.25436535 ... 0.         0.         0.        ]
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 ...
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(2577, 46)
(286, 46)
Epoch 1/25
2022-12-09 12:31:08.578782: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2409.5623 - mean_squared_error: 2409.5623
2022-12-09 12:31:13.746797: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2409.5623 - mean_squared_error: 2409.5623 - val_loss: 1016.7069 - val_mean_squared_error: 1016.7069
Epoch 2/25
81/81 [==============================] - 1s 18ms/step - loss: 128.9362 - mean_squared_error: 128.9362 - val_loss: 1286.2644 - val_mean_squared_error: 1286.2644
Epoch 3/25
81/81 [==============================] - 1s 9ms/step - loss: 63.9548 - mean_squared_error: 63.9548 - val_loss: 1667.1722 - val_mean_squared_error: 1667.1722
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 48.4966 - mean_squared_error: 48.4966 - val_loss: 2278.9451 - val_mean_squared_error: 2278.9451
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 43.7638 - mean_squared_error: 43.7638 - val_loss: 2396.4890 - val_mean_squared_error: 2396.4890
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 44.2366 - mean_squared_error: 44.2366 - val_loss: 2491.8723 - val_mean_squared_error: 2491.8723
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 43.1004 - mean_squared_error: 43.1004 - val_loss: 2583.8838 - val_mean_squared_error: 2583.8838
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 37.8953 - mean_squared_error: 37.8953 - val_loss: 2653.7253 - val_mean_squared_error: 2653.7253
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 38.2735 - mean_squared_error: 38.2735 - val_loss: 2606.1479 - val_mean_squared_error: 2606.1477
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 38.5409 - mean_squared_error: 38.5409 - val_loss: 2592.0789 - val_mean_squared_error: 2592.0789
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 47.3522 - mean_squared_error: 47.3522 - val_loss: 2584.1848 - val_mean_squared_error: 2584.1848
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 31.1046 - mean_squared_error: 31.1046 - val_loss: 2496.9109 - val_mean_squared_error: 2496.9109
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 38.7170 - mean_squared_error: 38.7170 - val_loss: 2601.9365 - val_mean_squared_error: 2601.9365
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 42.9287 - mean_squared_error: 42.9287 - val_loss: 2621.2249 - val_mean_squared_error: 2621.2246
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 43.9322 - mean_squared_error: 43.9322 - val_loss: 2460.8638 - val_mean_squared_error: 2460.8638
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 44.2772 - mean_squared_error: 44.2772 - val_loss: 2452.6812 - val_mean_squared_error: 2452.6812
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 33.5006 - mean_squared_error: 33.5006 - val_loss: 2421.6470 - val_mean_squared_error: 2421.6470
Epoch 18/25
81/81 [==============================] - 1s 10ms/step - loss: 32.2601 - mean_squared_error: 32.2601 - val_loss: 2478.0195 - val_mean_squared_error: 2478.0195
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 40.0197 - mean_squared_error: 40.0197 - val_loss: 2337.6628 - val_mean_squared_error: 2337.6628
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 42.2186 - mean_squared_error: 42.2186 - val_loss: 2347.2771 - val_mean_squared_error: 2347.2771
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 41.3033 - mean_squared_error: 41.3033 - val_loss: 2260.0352 - val_mean_squared_error: 2260.0352
Epoch 22/25
81/81 [==============================] - 1s 16ms/step - loss: 46.4793 - mean_squared_error: 46.4793 - val_loss: 2259.2146 - val_mean_squared_error: 2259.2146
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 30.8653 - mean_squared_error: 30.8653 - val_loss: 2175.0737 - val_mean_squared_error: 2175.0737
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 44.8664 - mean_squared_error: 44.8664 - val_loss: 2445.4688 - val_mean_squared_error: 2445.4688
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 41.2754 - mean_squared_error: 41.2754 - val_loss: 2246.8535 - val_mean_squared_error: 2246.8535
2022-12-09 12:31:33.410078: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 12:31:34.141038: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2432.9534 - mean_squared_error: 2432.9534
2022-12-09 12:31:40.781557: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 8s 69ms/step - loss: 2432.9534 - mean_squared_error: 2432.9534 - val_loss: 1008.1796 - val_mean_squared_error: 1008.1796
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 275.6561 - mean_squared_error: 275.6561 - val_loss: 1779.1483 - val_mean_squared_error: 1779.1483
Epoch 3/25
81/81 [==============================] - 2s 22ms/step - loss: 176.3782 - mean_squared_error: 176.3782 - val_loss: 2421.7571 - val_mean_squared_error: 2421.7571
Epoch 4/25
81/81 [==============================] - 1s 14ms/step - loss: 131.0925 - mean_squared_error: 131.0925 - val_loss: 2629.1465 - val_mean_squared_error: 2629.1465
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 119.0457 - mean_squared_error: 119.0457 - val_loss: 2788.2041 - val_mean_squared_error: 2788.2041
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 115.4741 - mean_squared_error: 115.4741 - val_loss: 2810.0063 - val_mean_squared_error: 2810.0063
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 97.9659 - mean_squared_error: 97.9659 - val_loss: 2840.3965 - val_mean_squared_error: 2840.3965
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 110.5315 - mean_squared_error: 110.5315 - val_loss: 2857.1477 - val_mean_squared_error: 2857.1477
Epoch 9/25
81/81 [==============================] - 1s 16ms/step - loss: 102.6288 - mean_squared_error: 102.6288 - val_loss: 2852.4109 - val_mean_squared_error: 2852.4109
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 104.4842 - mean_squared_error: 104.4842 - val_loss: 2604.4480 - val_mean_squared_error: 2604.4480
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 97.1415 - mean_squared_error: 97.1415 - val_loss: 2660.7236 - val_mean_squared_error: 2660.7236
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 90.5627 - mean_squared_error: 90.5627 - val_loss: 2706.3005 - val_mean_squared_error: 2706.3005
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 98.4075 - mean_squared_error: 98.4075 - val_loss: 2602.1340 - val_mean_squared_error: 2602.1340
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 96.0132 - mean_squared_error: 96.0132 - val_loss: 2615.9653 - val_mean_squared_error: 2615.9653
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 90.5156 - mean_squared_error: 90.5156 - val_loss: 2486.7764 - val_mean_squared_error: 2486.7764
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 88.2506 - mean_squared_error: 88.2506 - val_loss: 2409.4866 - val_mean_squared_error: 2409.4866
Epoch 17/25
81/81 [==============================] - 1s 10ms/step - loss: 84.9707 - mean_squared_error: 84.9707 - val_loss: 2393.6460 - val_mean_squared_error: 2393.6460
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 89.4879 - mean_squared_error: 89.4879 - val_loss: 2316.5059 - val_mean_squared_error: 2316.5059
Epoch 19/25
81/81 [==============================] - 1s 10ms/step - loss: 88.9865 - mean_squared_error: 88.9865 - val_loss: 2197.3149 - val_mean_squared_error: 2197.3149
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 88.9746 - mean_squared_error: 88.9746 - val_loss: 2194.6321 - val_mean_squared_error: 2194.6321
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 86.9819 - mean_squared_error: 86.9819 - val_loss: 2021.5835 - val_mean_squared_error: 2021.5835
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 82.0267 - mean_squared_error: 82.0267 - val_loss: 2044.8477 - val_mean_squared_error: 2044.8477
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 75.2036 - mean_squared_error: 75.2036 - val_loss: 2105.0664 - val_mean_squared_error: 2105.0664
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 76.1097 - mean_squared_error: 76.1097 - val_loss: 1869.9604 - val_mean_squared_error: 1869.9604
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 83.0900 - mean_squared_error: 83.0900 - val_loss: 2019.7823 - val_mean_squared_error: 2019.7823
2022-12-09 12:32:01.614278: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.012766197862367639
Generation:  40
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:32:02.438483: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2468.1294 - mean_squared_error: 2468.1294
2022-12-09 12:32:07.917326: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2468.1294 - mean_squared_error: 2468.1294 - val_loss: 1307.9785 - val_mean_squared_error: 1307.9785
Epoch 2/25
81/81 [==============================] - 1s 15ms/step - loss: 327.3814 - mean_squared_error: 327.3814 - val_loss: 2006.9445 - val_mean_squared_error: 2006.9445
Epoch 3/25
81/81 [==============================] - 1s 17ms/step - loss: 227.9701 - mean_squared_error: 227.9701 - val_loss: 2392.7737 - val_mean_squared_error: 2392.7737
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 165.1608 - mean_squared_error: 165.1608 - val_loss: 2593.4478 - val_mean_squared_error: 2593.4478
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 146.1554 - mean_squared_error: 146.1554 - val_loss: 2554.8276 - val_mean_squared_error: 2554.8276
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 137.4914 - mean_squared_error: 137.4914 - val_loss: 2325.5115 - val_mean_squared_error: 2325.5115
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 133.7768 - mean_squared_error: 133.7768 - val_loss: 2475.5349 - val_mean_squared_error: 2475.5349
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 138.3306 - mean_squared_error: 138.3306 - val_loss: 2407.7891 - val_mean_squared_error: 2407.7891
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 125.7787 - mean_squared_error: 125.7787 - val_loss: 2379.4817 - val_mean_squared_error: 2379.4817
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 127.3681 - mean_squared_error: 127.3681 - val_loss: 2450.2026 - val_mean_squared_error: 2450.2026
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 134.0151 - mean_squared_error: 134.0151 - val_loss: 2179.0645 - val_mean_squared_error: 2179.0645
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 117.9395 - mean_squared_error: 117.9395 - val_loss: 2263.9067 - val_mean_squared_error: 2263.9067
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 124.0290 - mean_squared_error: 124.0290 - val_loss: 2238.0498 - val_mean_squared_error: 2238.0498
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 124.7458 - mean_squared_error: 124.7458 - val_loss: 1970.0214 - val_mean_squared_error: 1970.0214
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 119.1768 - mean_squared_error: 119.1768 - val_loss: 1796.0836 - val_mean_squared_error: 1796.0836
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 112.7497 - mean_squared_error: 112.7497 - val_loss: 1557.4337 - val_mean_squared_error: 1557.4337
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 101.9244 - mean_squared_error: 101.9244 - val_loss: 1604.9105 - val_mean_squared_error: 1604.9105
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 109.4360 - mean_squared_error: 109.4360 - val_loss: 1480.8058 - val_mean_squared_error: 1480.8058
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 102.3616 - mean_squared_error: 102.3616 - val_loss: 1283.4500 - val_mean_squared_error: 1283.4500
Epoch 20/25
81/81 [==============================] - 1s 10ms/step - loss: 99.3571 - mean_squared_error: 99.3571 - val_loss: 1447.3025 - val_mean_squared_error: 1447.3025
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 100.7734 - mean_squared_error: 100.7734 - val_loss: 1134.5510 - val_mean_squared_error: 1134.5510
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 93.3275 - mean_squared_error: 93.3275 - val_loss: 1298.7128 - val_mean_squared_error: 1298.7128
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 96.4608 - mean_squared_error: 96.4608 - val_loss: 1263.1628 - val_mean_squared_error: 1263.1628
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 90.8648 - mean_squared_error: 90.8648 - val_loss: 1059.6294 - val_mean_squared_error: 1059.6294
Epoch 25/25
81/81 [==============================] - 1s 10ms/step - loss: 87.4349 - mean_squared_error: 87.4349 - val_loss: 1042.3799 - val_mean_squared_error: 1042.3799
2022-12-09 12:32:27.709668: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:32:28.496242: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2471.1206 - mean_squared_error: 2471.1206
2022-12-09 12:32:33.877847: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2471.1206 - mean_squared_error: 2471.1206 - val_loss: 970.8411 - val_mean_squared_error: 970.8411
Epoch 2/25
81/81 [==============================] - 1s 16ms/step - loss: 312.5329 - mean_squared_error: 312.5329 - val_loss: 1776.0303 - val_mean_squared_error: 1776.0303
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 211.3118 - mean_squared_error: 211.3118 - val_loss: 2509.4690 - val_mean_squared_error: 2509.4690
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 166.1047 - mean_squared_error: 166.1047 - val_loss: 2583.3840 - val_mean_squared_error: 2583.3840
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 136.7817 - mean_squared_error: 136.7817 - val_loss: 2656.1335 - val_mean_squared_error: 2656.1333
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 140.1256 - mean_squared_error: 140.1256 - val_loss: 2684.7507 - val_mean_squared_error: 2684.7507
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 134.5889 - mean_squared_error: 134.5889 - val_loss: 2776.3586 - val_mean_squared_error: 2776.3586
Epoch 8/25
81/81 [==============================] - 1s 14ms/step - loss: 132.6302 - mean_squared_error: 132.6302 - val_loss: 2752.3159 - val_mean_squared_error: 2752.3159
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 135.2346 - mean_squared_error: 135.2346 - val_loss: 2752.2961 - val_mean_squared_error: 2752.2961
Epoch 10/25
81/81 [==============================] - 1s 11ms/step - loss: 122.8543 - mean_squared_error: 122.8543 - val_loss: 2723.4302 - val_mean_squared_error: 2723.4302
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 124.8885 - mean_squared_error: 124.8885 - val_loss: 2646.1577 - val_mean_squared_error: 2646.1577
Epoch 12/25
81/81 [==============================] - 1s 18ms/step - loss: 124.8575 - mean_squared_error: 124.8575 - val_loss: 2431.8137 - val_mean_squared_error: 2431.8137
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 116.3022 - mean_squared_error: 116.3022 - val_loss: 2447.9919 - val_mean_squared_error: 2447.9919
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 116.4702 - mean_squared_error: 116.4702 - val_loss: 2351.7974 - val_mean_squared_error: 2351.7974
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 113.2091 - mean_squared_error: 113.2091 - val_loss: 2182.3604 - val_mean_squared_error: 2182.3604
Epoch 16/25
81/81 [==============================] - 1s 10ms/step - loss: 113.8417 - mean_squared_error: 113.8417 - val_loss: 2204.8755 - val_mean_squared_error: 2204.8755
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 108.1953 - mean_squared_error: 108.1953 - val_loss: 2215.2144 - val_mean_squared_error: 2215.2144
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 110.0255 - mean_squared_error: 110.0255 - val_loss: 1964.3109 - val_mean_squared_error: 1964.3109
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 105.5831 - mean_squared_error: 105.5831 - val_loss: 2052.3904 - val_mean_squared_error: 2052.3904
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 98.9172 - mean_squared_error: 98.9172 - val_loss: 1940.4224 - val_mean_squared_error: 1940.4224
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 103.1361 - mean_squared_error: 103.1361 - val_loss: 2046.0157 - val_mean_squared_error: 2046.0157
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 96.6067 - mean_squared_error: 96.6067 - val_loss: 1823.3324 - val_mean_squared_error: 1823.3324
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 94.1037 - mean_squared_error: 94.1037 - val_loss: 1738.3633 - val_mean_squared_error: 1738.3633
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 90.7989 - mean_squared_error: 90.7989 - val_loss: 1698.5835 - val_mean_squared_error: 1698.5835
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 90.8054 - mean_squared_error: 90.8054 - val_loss: 1647.5903 - val_mean_squared_error: 1647.5903
2022-12-09 12:32:54.363416: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 12:32:55.177234: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2520.4951 - mean_squared_error: 2520.4951
2022-12-09 12:33:00.683633: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2520.4951 - mean_squared_error: 2520.4951 - val_loss: 1272.5483 - val_mean_squared_error: 1272.5483
Epoch 2/25
81/81 [==============================] - 1s 15ms/step - loss: 274.9992 - mean_squared_error: 274.9992 - val_loss: 1825.1877 - val_mean_squared_error: 1825.1877
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 168.2328 - mean_squared_error: 168.2328 - val_loss: 2387.8994 - val_mean_squared_error: 2387.8994
Epoch 4/25
81/81 [==============================] - 1s 16ms/step - loss: 132.1087 - mean_squared_error: 132.1087 - val_loss: 2681.4736 - val_mean_squared_error: 2681.4736
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 115.8546 - mean_squared_error: 115.8546 - val_loss: 2718.6321 - val_mean_squared_error: 2718.6321
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 112.3780 - mean_squared_error: 112.3780 - val_loss: 2743.2017 - val_mean_squared_error: 2743.2017
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 110.9629 - mean_squared_error: 110.9629 - val_loss: 2630.0305 - val_mean_squared_error: 2630.0305
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 105.1858 - mean_squared_error: 105.1858 - val_loss: 2483.7820 - val_mean_squared_error: 2483.7820
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 100.1222 - mean_squared_error: 100.1222 - val_loss: 2578.0593 - val_mean_squared_error: 2578.0593
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 100.9058 - mean_squared_error: 100.9058 - val_loss: 2591.6284 - val_mean_squared_error: 2591.6284
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 93.8250 - mean_squared_error: 93.8250 - val_loss: 2527.8625 - val_mean_squared_error: 2527.8625
Epoch 12/25
81/81 [==============================] - 1s 14ms/step - loss: 94.4355 - mean_squared_error: 94.4355 - val_loss: 2581.3284 - val_mean_squared_error: 2581.3284
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 98.0808 - mean_squared_error: 98.0808 - val_loss: 2502.5103 - val_mean_squared_error: 2502.5103
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 102.3804 - mean_squared_error: 102.3804 - val_loss: 2461.5103 - val_mean_squared_error: 2461.5103
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 88.5110 - mean_squared_error: 88.5110 - val_loss: 2115.2480 - val_mean_squared_error: 2115.2480
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 88.3113 - mean_squared_error: 88.3113 - val_loss: 2306.4326 - val_mean_squared_error: 2306.4326
Epoch 17/25
81/81 [==============================] - 1s 11ms/step - loss: 87.5615 - mean_squared_error: 87.5615 - val_loss: 1999.5367 - val_mean_squared_error: 1999.5367
Epoch 18/25
81/81 [==============================] - 1s 10ms/step - loss: 93.7360 - mean_squared_error: 93.7360 - val_loss: 1862.0199 - val_mean_squared_error: 1862.0199
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 92.9757 - mean_squared_error: 92.9757 - val_loss: 1994.6912 - val_mean_squared_error: 1994.6909
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 89.3190 - mean_squared_error: 89.3190 - val_loss: 2045.0111 - val_mean_squared_error: 2045.0111
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 82.6159 - mean_squared_error: 82.6159 - val_loss: 1832.2794 - val_mean_squared_error: 1832.2793
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 84.8927 - mean_squared_error: 84.8927 - val_loss: 1930.2043 - val_mean_squared_error: 1930.2041
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 82.3605 - mean_squared_error: 82.3605 - val_loss: 1852.9893 - val_mean_squared_error: 1852.9893
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 85.9970 - mean_squared_error: 85.9970 - val_loss: 1742.3641 - val_mean_squared_error: 1742.3641
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 76.7077 - mean_squared_error: 76.7077 - val_loss: 1767.2876 - val_mean_squared_error: 1767.2876
2022-12-09 12:33:20.271732: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.25436535 ... 0.         0.         0.        ]
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 12:33:20.972535: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2429.5586 - mean_squared_error: 2429.5586
2022-12-09 12:33:25.997792: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 55ms/step - loss: 2429.5586 - mean_squared_error: 2429.5586 - val_loss: 1159.0935 - val_mean_squared_error: 1159.0935
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 181.9319 - mean_squared_error: 181.9319 - val_loss: 1451.4055 - val_mean_squared_error: 1451.4055
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 90.7271 - mean_squared_error: 90.7271 - val_loss: 1758.9851 - val_mean_squared_error: 1758.9851
Epoch 4/25
81/81 [==============================] - 1s 15ms/step - loss: 68.6203 - mean_squared_error: 68.6203 - val_loss: 2018.0732 - val_mean_squared_error: 2018.0732
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 63.4558 - mean_squared_error: 63.4558 - val_loss: 2302.3235 - val_mean_squared_error: 2302.3235
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 50.2262 - mean_squared_error: 50.2262 - val_loss: 2479.1975 - val_mean_squared_error: 2479.1975
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 45.3749 - mean_squared_error: 45.3749 - val_loss: 2639.1560 - val_mean_squared_error: 2639.1560
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 48.4000 - mean_squared_error: 48.4000 - val_loss: 2539.5559 - val_mean_squared_error: 2539.5559
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 45.5239 - mean_squared_error: 45.5239 - val_loss: 2424.3606 - val_mean_squared_error: 2424.3606
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 45.7231 - mean_squared_error: 45.7231 - val_loss: 2585.9773 - val_mean_squared_error: 2585.9773
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 41.5493 - mean_squared_error: 41.5493 - val_loss: 2427.9116 - val_mean_squared_error: 2427.9116
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 46.8239 - mean_squared_error: 46.8239 - val_loss: 2543.3254 - val_mean_squared_error: 2543.3254
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 36.1337 - mean_squared_error: 36.1337 - val_loss: 2305.8042 - val_mean_squared_error: 2305.8042
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 38.6687 - mean_squared_error: 38.6687 - val_loss: 2338.6682 - val_mean_squared_error: 2338.6682
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 37.9510 - mean_squared_error: 37.9510 - val_loss: 2332.1050 - val_mean_squared_error: 2332.1050
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 38.5683 - mean_squared_error: 38.5683 - val_loss: 2195.7153 - val_mean_squared_error: 2195.7153
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 37.1703 - mean_squared_error: 37.1703 - val_loss: 2423.7078 - val_mean_squared_error: 2423.7078
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 41.3985 - mean_squared_error: 41.3985 - val_loss: 2151.1660 - val_mean_squared_error: 2151.1660
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 36.6237 - mean_squared_error: 36.6237 - val_loss: 2214.6924 - val_mean_squared_error: 2214.6924
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 40.1506 - mean_squared_error: 40.1506 - val_loss: 2195.6504 - val_mean_squared_error: 2195.6504
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 37.0016 - mean_squared_error: 37.0016 - val_loss: 2097.7700 - val_mean_squared_error: 2097.7700
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 35.9067 - mean_squared_error: 35.9067 - val_loss: 2291.9319 - val_mean_squared_error: 2291.9319
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 35.6914 - mean_squared_error: 35.6914 - val_loss: 2367.7961 - val_mean_squared_error: 2367.7961
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 36.6087 - mean_squared_error: 36.6087 - val_loss: 2096.4636 - val_mean_squared_error: 2096.4636
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 38.9593 - mean_squared_error: 38.9593 - val_loss: 2238.5188 - val_mean_squared_error: 2238.5188
2022-12-09 12:33:43.905002: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 12:33:44.646163: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2459.3381 - mean_squared_error: 2459.3381
2022-12-09 12:33:49.305232: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 49ms/step - loss: 2459.3381 - mean_squared_error: 2459.3381 - val_loss: 860.3480 - val_mean_squared_error: 860.3480
Epoch 2/25
81/81 [==============================] - 1s 16ms/step - loss: 293.4117 - mean_squared_error: 293.4117 - val_loss: 1705.4679 - val_mean_squared_error: 1705.4679
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 206.2435 - mean_squared_error: 206.2435 - val_loss: 2332.2847 - val_mean_squared_error: 2332.2847
Epoch 4/25
81/81 [==============================] - 1s 18ms/step - loss: 156.3540 - mean_squared_error: 156.3540 - val_loss: 2529.8428 - val_mean_squared_error: 2529.8428
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 142.6663 - mean_squared_error: 142.6663 - val_loss: 2655.4280 - val_mean_squared_error: 2655.4280
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 135.6559 - mean_squared_error: 135.6559 - val_loss: 2686.4626 - val_mean_squared_error: 2686.4626
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 137.1530 - mean_squared_error: 137.1530 - val_loss: 2670.5391 - val_mean_squared_error: 2670.5391
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 130.9288 - mean_squared_error: 130.9288 - val_loss: 2501.1426 - val_mean_squared_error: 2501.1426
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 132.3895 - mean_squared_error: 132.3895 - val_loss: 2549.5127 - val_mean_squared_error: 2549.5127
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 121.9581 - mean_squared_error: 121.9581 - val_loss: 2511.9875 - val_mean_squared_error: 2511.9875
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 117.4777 - mean_squared_error: 117.4777 - val_loss: 2420.2554 - val_mean_squared_error: 2420.2554
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 119.2934 - mean_squared_error: 119.2934 - val_loss: 2534.6970 - val_mean_squared_error: 2534.6968
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 120.0959 - mean_squared_error: 120.0959 - val_loss: 2313.1204 - val_mean_squared_error: 2313.1204
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 124.6294 - mean_squared_error: 124.6294 - val_loss: 2406.5029 - val_mean_squared_error: 2406.5029
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 124.2103 - mean_squared_error: 124.2103 - val_loss: 2293.1687 - val_mean_squared_error: 2293.1687
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 117.5185 - mean_squared_error: 117.5185 - val_loss: 2278.0632 - val_mean_squared_error: 2278.0632
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 118.3690 - mean_squared_error: 118.3690 - val_loss: 2174.8801 - val_mean_squared_error: 2174.8801
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 117.6106 - mean_squared_error: 117.6106 - val_loss: 1982.0669 - val_mean_squared_error: 1982.0669
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 113.8130 - mean_squared_error: 113.8130 - val_loss: 2071.0444 - val_mean_squared_error: 2071.0444
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 113.4688 - mean_squared_error: 113.4688 - val_loss: 1899.2072 - val_mean_squared_error: 1899.2072
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 104.4391 - mean_squared_error: 104.4391 - val_loss: 1782.9414 - val_mean_squared_error: 1782.9413
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 107.0132 - mean_squared_error: 107.0132 - val_loss: 1722.9680 - val_mean_squared_error: 1722.9680
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 102.4835 - mean_squared_error: 102.4835 - val_loss: 1528.5369 - val_mean_squared_error: 1528.5369
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 98.2310 - mean_squared_error: 98.2310 - val_loss: 1827.0634 - val_mean_squared_error: 1827.0634
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 100.5225 - mean_squared_error: 100.5225 - val_loss: 1505.4786 - val_mean_squared_error: 1505.4786
2022-12-09 12:34:07.944039: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0009554128150497793
Generation:  41
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:34:08.682424: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2492.9556 - mean_squared_error: 2492.9556
2022-12-09 12:34:14.258896: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2492.9556 - mean_squared_error: 2492.9556 - val_loss: 1343.0790 - val_mean_squared_error: 1343.0790
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 332.8464 - mean_squared_error: 332.8464 - val_loss: 1853.8711 - val_mean_squared_error: 1853.8711
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 239.2587 - mean_squared_error: 239.2587 - val_loss: 2052.8352 - val_mean_squared_error: 2052.8352
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 161.8838 - mean_squared_error: 161.8838 - val_loss: 1783.9030 - val_mean_squared_error: 1783.9030
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 146.6376 - mean_squared_error: 146.6376 - val_loss: 1611.0903 - val_mean_squared_error: 1611.0903
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 137.4415 - mean_squared_error: 137.4415 - val_loss: 1527.3488 - val_mean_squared_error: 1527.3488
Epoch 7/25
81/81 [==============================] - 1s 13ms/step - loss: 138.2521 - mean_squared_error: 138.2521 - val_loss: 1683.4962 - val_mean_squared_error: 1683.4962
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 129.4674 - mean_squared_error: 129.4674 - val_loss: 1575.0093 - val_mean_squared_error: 1575.0093
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 132.0259 - mean_squared_error: 132.0259 - val_loss: 1461.7985 - val_mean_squared_error: 1461.7985
Epoch 10/25
81/81 [==============================] - 1s 11ms/step - loss: 122.2570 - mean_squared_error: 122.2570 - val_loss: 1561.7766 - val_mean_squared_error: 1561.7766
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 127.7288 - mean_squared_error: 127.7288 - val_loss: 1286.0537 - val_mean_squared_error: 1286.0537
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 115.3384 - mean_squared_error: 115.3384 - val_loss: 1411.8529 - val_mean_squared_error: 1411.8529
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 116.8240 - mean_squared_error: 116.8240 - val_loss: 1324.7135 - val_mean_squared_error: 1324.7135
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 115.9859 - mean_squared_error: 115.9859 - val_loss: 1281.7155 - val_mean_squared_error: 1281.7155
Epoch 15/25
81/81 [==============================] - 1s 11ms/step - loss: 117.5822 - mean_squared_error: 117.5822 - val_loss: 1388.5676 - val_mean_squared_error: 1388.5676
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 111.7772 - mean_squared_error: 111.7772 - val_loss: 1480.1890 - val_mean_squared_error: 1480.1890
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 110.4612 - mean_squared_error: 110.4612 - val_loss: 992.8054 - val_mean_squared_error: 992.8054
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 107.1389 - mean_squared_error: 107.1389 - val_loss: 684.3430 - val_mean_squared_error: 684.3430
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 107.1163 - mean_squared_error: 107.1163 - val_loss: 673.2281 - val_mean_squared_error: 673.2281
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 101.0983 - mean_squared_error: 101.0983 - val_loss: 790.3483 - val_mean_squared_error: 790.3483
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 100.4821 - mean_squared_error: 100.4821 - val_loss: 897.4465 - val_mean_squared_error: 897.4465
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 98.6504 - mean_squared_error: 98.6504 - val_loss: 661.2509 - val_mean_squared_error: 661.2509
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 100.1685 - mean_squared_error: 100.1685 - val_loss: 810.5300 - val_mean_squared_error: 810.5300
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 95.9831 - mean_squared_error: 95.9831 - val_loss: 641.8596 - val_mean_squared_error: 641.8596
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 94.7192 - mean_squared_error: 94.7192 - val_loss: 599.5364 - val_mean_squared_error: 599.5364
2022-12-09 12:34:33.005414: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 ...
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 12:34:33.717525: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2499.5386 - mean_squared_error: 2499.5386
2022-12-09 12:34:39.329224: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2499.5386 - mean_squared_error: 2499.5386 - val_loss: 1169.6295 - val_mean_squared_error: 1169.6295
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 303.8621 - mean_squared_error: 303.8621 - val_loss: 1870.3127 - val_mean_squared_error: 1870.3127
Epoch 3/25
81/81 [==============================] - 1s 16ms/step - loss: 215.2446 - mean_squared_error: 215.2446 - val_loss: 2289.6655 - val_mean_squared_error: 2289.6655
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 167.3359 - mean_squared_error: 167.3359 - val_loss: 2577.9873 - val_mean_squared_error: 2577.9873
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 154.5592 - mean_squared_error: 154.5592 - val_loss: 2442.9111 - val_mean_squared_error: 2442.9111
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 138.4374 - mean_squared_error: 138.4374 - val_loss: 2803.4597 - val_mean_squared_error: 2803.4597
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 125.3294 - mean_squared_error: 125.3294 - val_loss: 2703.0415 - val_mean_squared_error: 2703.0415
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 124.7312 - mean_squared_error: 124.7312 - val_loss: 2711.8411 - val_mean_squared_error: 2711.8411
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 126.0231 - mean_squared_error: 126.0231 - val_loss: 2777.9973 - val_mean_squared_error: 2777.9973
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 124.7788 - mean_squared_error: 124.7788 - val_loss: 2530.7051 - val_mean_squared_error: 2530.7051
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 128.4417 - mean_squared_error: 128.4417 - val_loss: 2685.3794 - val_mean_squared_error: 2685.3794
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 124.4801 - mean_squared_error: 124.4801 - val_loss: 2541.0571 - val_mean_squared_error: 2541.0571
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 126.5141 - mean_squared_error: 126.5141 - val_loss: 2484.5742 - val_mean_squared_error: 2484.5742
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 118.0828 - mean_squared_error: 118.0828 - val_loss: 2668.7288 - val_mean_squared_error: 2668.7285
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 119.4302 - mean_squared_error: 119.4302 - val_loss: 2474.3936 - val_mean_squared_error: 2474.3936
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 115.7447 - mean_squared_error: 115.7447 - val_loss: 2632.1455 - val_mean_squared_error: 2632.1455
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 115.3060 - mean_squared_error: 115.3060 - val_loss: 2531.2373 - val_mean_squared_error: 2531.2373
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 119.5978 - mean_squared_error: 119.5978 - val_loss: 2620.5374 - val_mean_squared_error: 2620.5374
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 116.3296 - mean_squared_error: 116.3296 - val_loss: 2452.7778 - val_mean_squared_error: 2452.7778
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 113.7443 - mean_squared_error: 113.7443 - val_loss: 2354.9768 - val_mean_squared_error: 2354.9768
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 108.4907 - mean_squared_error: 108.4907 - val_loss: 2367.9133 - val_mean_squared_error: 2367.9133
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 106.4400 - mean_squared_error: 106.4400 - val_loss: 2307.3657 - val_mean_squared_error: 2307.3657
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 107.3468 - mean_squared_error: 107.3468 - val_loss: 2302.8867 - val_mean_squared_error: 2302.8867
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 98.2863 - mean_squared_error: 98.2863 - val_loss: 2155.5315 - val_mean_squared_error: 2155.5315
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 101.1243 - mean_squared_error: 101.1243 - val_loss: 2164.2705 - val_mean_squared_error: 2164.2705
2022-12-09 12:34:57.875193: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:34:58.589657: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2463.0703 - mean_squared_error: 2463.0703
2022-12-09 12:35:04.043850: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2463.0703 - mean_squared_error: 2463.0703 - val_loss: 1204.1508 - val_mean_squared_error: 1204.1508
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 324.0202 - mean_squared_error: 324.0202 - val_loss: 1796.2177 - val_mean_squared_error: 1796.2177
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 230.1976 - mean_squared_error: 230.1976 - val_loss: 2272.4490 - val_mean_squared_error: 2272.4490
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 163.0685 - mean_squared_error: 163.0685 - val_loss: 2536.5085 - val_mean_squared_error: 2536.5085
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 140.6015 - mean_squared_error: 140.6015 - val_loss: 2572.8481 - val_mean_squared_error: 2572.8481
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 136.0891 - mean_squared_error: 136.0891 - val_loss: 2610.4050 - val_mean_squared_error: 2610.4050
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 132.6607 - mean_squared_error: 132.6607 - val_loss: 2642.2280 - val_mean_squared_error: 2642.2280
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 129.3993 - mean_squared_error: 129.3993 - val_loss: 2458.1804 - val_mean_squared_error: 2458.1804
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 138.7623 - mean_squared_error: 138.7623 - val_loss: 2519.6150 - val_mean_squared_error: 2519.6150
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 125.8152 - mean_squared_error: 125.8152 - val_loss: 2409.4736 - val_mean_squared_error: 2409.4736
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 122.1258 - mean_squared_error: 122.1258 - val_loss: 2288.7866 - val_mean_squared_error: 2288.7866
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 121.7480 - mean_squared_error: 121.7480 - val_loss: 2232.1306 - val_mean_squared_error: 2232.1306
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 123.0562 - mean_squared_error: 123.0562 - val_loss: 2390.5681 - val_mean_squared_error: 2390.5681
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 121.9459 - mean_squared_error: 121.9459 - val_loss: 2325.6958 - val_mean_squared_error: 2325.6958
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 117.5114 - mean_squared_error: 117.5114 - val_loss: 2317.6538 - val_mean_squared_error: 2317.6538
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 115.3988 - mean_squared_error: 115.3988 - val_loss: 2183.7695 - val_mean_squared_error: 2183.7695
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 122.6313 - mean_squared_error: 122.6313 - val_loss: 2069.0354 - val_mean_squared_error: 2069.0354
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 109.1816 - mean_squared_error: 109.1816 - val_loss: 2292.2075 - val_mean_squared_error: 2292.2075
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 100.8087 - mean_squared_error: 100.8087 - val_loss: 1921.1284 - val_mean_squared_error: 1921.1284
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 105.5825 - mean_squared_error: 105.5825 - val_loss: 1996.1720 - val_mean_squared_error: 1996.1720
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 103.0580 - mean_squared_error: 103.0580 - val_loss: 2269.9639 - val_mean_squared_error: 2269.9639
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 99.5784 - mean_squared_error: 99.5784 - val_loss: 2258.3918 - val_mean_squared_error: 2258.3918
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 103.4959 - mean_squared_error: 103.4959 - val_loss: 2118.4641 - val_mean_squared_error: 2118.4641
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 89.0868 - mean_squared_error: 89.0868 - val_loss: 1777.0255 - val_mean_squared_error: 1777.0255
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 95.1927 - mean_squared_error: 95.1927 - val_loss: 2126.2195 - val_mean_squared_error: 2126.2195
2022-12-09 12:35:21.968902: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 12:35:22.666822: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2466.8752 - mean_squared_error: 2466.8752
2022-12-09 12:35:28.303736: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2466.8752 - mean_squared_error: 2466.8752 - val_loss: 1457.8108 - val_mean_squared_error: 1457.8108
Epoch 2/25
81/81 [==============================] - 1s 15ms/step - loss: 256.5175 - mean_squared_error: 256.5175 - val_loss: 2065.5298 - val_mean_squared_error: 2065.5298
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 156.1603 - mean_squared_error: 156.1603 - val_loss: 2419.1819 - val_mean_squared_error: 2419.1819
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 137.1398 - mean_squared_error: 137.1398 - val_loss: 2391.3811 - val_mean_squared_error: 2391.3811
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 108.1836 - mean_squared_error: 108.1836 - val_loss: 2383.3435 - val_mean_squared_error: 2383.3435
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 99.9962 - mean_squared_error: 99.9962 - val_loss: 2293.3096 - val_mean_squared_error: 2293.3096
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 101.2283 - mean_squared_error: 101.2283 - val_loss: 2298.5178 - val_mean_squared_error: 2298.5178
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 101.6543 - mean_squared_error: 101.6543 - val_loss: 2222.6738 - val_mean_squared_error: 2222.6738
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 103.8502 - mean_squared_error: 103.8502 - val_loss: 2334.7495 - val_mean_squared_error: 2334.7495
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 98.5944 - mean_squared_error: 98.5944 - val_loss: 2332.6182 - val_mean_squared_error: 2332.6182
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 93.9069 - mean_squared_error: 93.9069 - val_loss: 2244.4187 - val_mean_squared_error: 2244.4187
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 92.9398 - mean_squared_error: 92.9398 - val_loss: 2194.7129 - val_mean_squared_error: 2194.7129
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 91.9552 - mean_squared_error: 91.9552 - val_loss: 2259.3164 - val_mean_squared_error: 2259.3164
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 95.0710 - mean_squared_error: 95.0710 - val_loss: 1843.4827 - val_mean_squared_error: 1843.4827
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 99.3752 - mean_squared_error: 99.3752 - val_loss: 1920.7216 - val_mean_squared_error: 1920.7216
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 92.1029 - mean_squared_error: 92.1029 - val_loss: 1728.1613 - val_mean_squared_error: 1728.1613
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 93.2226 - mean_squared_error: 93.2226 - val_loss: 1694.1941 - val_mean_squared_error: 1694.1941
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 83.4959 - mean_squared_error: 83.4959 - val_loss: 1734.2866 - val_mean_squared_error: 1734.2866
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 87.7588 - mean_squared_error: 87.7588 - val_loss: 1666.4812 - val_mean_squared_error: 1666.4812
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 85.9828 - mean_squared_error: 85.9828 - val_loss: 1604.8546 - val_mean_squared_error: 1604.8546
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 84.5338 - mean_squared_error: 84.5338 - val_loss: 1475.4337 - val_mean_squared_error: 1475.4337
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 83.7624 - mean_squared_error: 83.7624 - val_loss: 1378.5396 - val_mean_squared_error: 1378.5396
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 81.1134 - mean_squared_error: 81.1134 - val_loss: 1659.0142 - val_mean_squared_error: 1659.0142
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 77.9937 - mean_squared_error: 77.9937 - val_loss: 1482.7139 - val_mean_squared_error: 1482.7139
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 75.8185 - mean_squared_error: 75.8185 - val_loss: 1434.8490 - val_mean_squared_error: 1434.8490
2022-12-09 12:35:46.516297: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.25436535 ... 0.         0.         0.        ]
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 ...
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:35:47.189745: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2467.7454 - mean_squared_error: 2467.7454
2022-12-09 12:35:52.420365: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 55ms/step - loss: 2467.7454 - mean_squared_error: 2467.7454 - val_loss: 978.4807 - val_mean_squared_error: 978.4807
Epoch 2/25
81/81 [==============================] - 1s 16ms/step - loss: 199.8526 - mean_squared_error: 199.8526 - val_loss: 1217.2562 - val_mean_squared_error: 1217.2562
Epoch 3/25
81/81 [==============================] - 1s 14ms/step - loss: 94.0996 - mean_squared_error: 94.0996 - val_loss: 1334.5286 - val_mean_squared_error: 1334.5286
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 77.2928 - mean_squared_error: 77.2928 - val_loss: 1823.1013 - val_mean_squared_error: 1823.1013
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 62.8634 - mean_squared_error: 62.8634 - val_loss: 1919.7307 - val_mean_squared_error: 1919.7307
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 56.2499 - mean_squared_error: 56.2499 - val_loss: 1981.7089 - val_mean_squared_error: 1981.7089
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 48.4026 - mean_squared_error: 48.4026 - val_loss: 2104.2012 - val_mean_squared_error: 2104.2012
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 44.5179 - mean_squared_error: 44.5179 - val_loss: 2053.8970 - val_mean_squared_error: 2053.8970
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 42.4484 - mean_squared_error: 42.4484 - val_loss: 2290.4893 - val_mean_squared_error: 2290.4893
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 36.9653 - mean_squared_error: 36.9653 - val_loss: 2047.9027 - val_mean_squared_error: 2047.9027
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 44.5506 - mean_squared_error: 44.5506 - val_loss: 1994.4121 - val_mean_squared_error: 1994.4121
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 34.0323 - mean_squared_error: 34.0323 - val_loss: 2010.1375 - val_mean_squared_error: 2010.1375
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 41.0066 - mean_squared_error: 41.0066 - val_loss: 2263.8447 - val_mean_squared_error: 2263.8447
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 47.6044 - mean_squared_error: 47.6044 - val_loss: 1903.1399 - val_mean_squared_error: 1903.1399
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 40.6592 - mean_squared_error: 40.6592 - val_loss: 2253.1260 - val_mean_squared_error: 2253.1260
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 46.2733 - mean_squared_error: 46.2733 - val_loss: 1930.0017 - val_mean_squared_error: 1930.0017
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 41.8422 - mean_squared_error: 41.8422 - val_loss: 2103.8718 - val_mean_squared_error: 2103.8718
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 37.8949 - mean_squared_error: 37.8949 - val_loss: 1844.4159 - val_mean_squared_error: 1844.4159
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 39.2966 - mean_squared_error: 39.2966 - val_loss: 2070.3264 - val_mean_squared_error: 2070.3264
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 38.7869 - mean_squared_error: 38.7869 - val_loss: 1635.3536 - val_mean_squared_error: 1635.3536
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 35.2485 - mean_squared_error: 35.2485 - val_loss: 1805.2749 - val_mean_squared_error: 1805.2749
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 38.5342 - mean_squared_error: 38.5342 - val_loss: 1836.7260 - val_mean_squared_error: 1836.7260
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 43.7463 - mean_squared_error: 43.7463 - val_loss: 1934.6433 - val_mean_squared_error: 1934.6433
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 35.9273 - mean_squared_error: 35.9273 - val_loss: 1644.9886 - val_mean_squared_error: 1644.9886
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 35.0030 - mean_squared_error: 35.0030 - val_loss: 1728.2761 - val_mean_squared_error: 1728.2761
2022-12-09 12:36:10.749582: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0016424578294032947
Generation:  42
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 ...
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:36:11.504208: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2439.2632 - mean_squared_error: 2439.2632
2022-12-09 12:36:16.777231: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 55ms/step - loss: 2439.2632 - mean_squared_error: 2439.2632 - val_loss: 1259.7944 - val_mean_squared_error: 1259.7944
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 333.5313 - mean_squared_error: 333.5313 - val_loss: 2190.7905 - val_mean_squared_error: 2190.7905
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 245.7095 - mean_squared_error: 245.7095 - val_loss: 2505.6851 - val_mean_squared_error: 2505.6851
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 163.3346 - mean_squared_error: 163.3346 - val_loss: 2631.3608 - val_mean_squared_error: 2631.3608
Epoch 5/25
81/81 [==============================] - 1s 15ms/step - loss: 147.1556 - mean_squared_error: 147.1556 - val_loss: 2548.5249 - val_mean_squared_error: 2548.5249
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 135.1220 - mean_squared_error: 135.1220 - val_loss: 2414.2285 - val_mean_squared_error: 2414.2285
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 139.8418 - mean_squared_error: 139.8418 - val_loss: 2482.1023 - val_mean_squared_error: 2482.1023
Epoch 8/25
81/81 [==============================] - 1s 12ms/step - loss: 129.9004 - mean_squared_error: 129.9004 - val_loss: 2391.5022 - val_mean_squared_error: 2391.5022
Epoch 9/25
81/81 [==============================] - 1s 12ms/step - loss: 134.2287 - mean_squared_error: 134.2287 - val_loss: 2632.0044 - val_mean_squared_error: 2632.0044
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 135.9695 - mean_squared_error: 135.9695 - val_loss: 2564.9617 - val_mean_squared_error: 2564.9617
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 122.7970 - mean_squared_error: 122.7970 - val_loss: 2462.4802 - val_mean_squared_error: 2462.4802
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 123.1292 - mean_squared_error: 123.1292 - val_loss: 2364.7817 - val_mean_squared_error: 2364.7817
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 118.6311 - mean_squared_error: 118.6311 - val_loss: 2434.1733 - val_mean_squared_error: 2434.1733
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 115.6741 - mean_squared_error: 115.6741 - val_loss: 2457.4167 - val_mean_squared_error: 2457.4167
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 119.7254 - mean_squared_error: 119.7254 - val_loss: 2343.0371 - val_mean_squared_error: 2343.0371
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 114.9329 - mean_squared_error: 114.9329 - val_loss: 2346.8325 - val_mean_squared_error: 2346.8325
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 105.9447 - mean_squared_error: 105.9447 - val_loss: 2272.7749 - val_mean_squared_error: 2272.7749
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 111.5920 - mean_squared_error: 111.5920 - val_loss: 2427.3198 - val_mean_squared_error: 2427.3198
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 98.3178 - mean_squared_error: 98.3178 - val_loss: 2090.3960 - val_mean_squared_error: 2090.3960
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 96.7020 - mean_squared_error: 96.7020 - val_loss: 2187.4321 - val_mean_squared_error: 2187.4321
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 99.7947 - mean_squared_error: 99.7947 - val_loss: 1968.6847 - val_mean_squared_error: 1968.6847
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 93.7992 - mean_squared_error: 93.7992 - val_loss: 2036.1173 - val_mean_squared_error: 2036.1173
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 97.9613 - mean_squared_error: 97.9613 - val_loss: 2159.7590 - val_mean_squared_error: 2159.7590
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 94.8732 - mean_squared_error: 94.8732 - val_loss: 1734.0107 - val_mean_squared_error: 1734.0107
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 92.4823 - mean_squared_error: 92.4823 - val_loss: 1972.1602 - val_mean_squared_error: 1972.1602
2022-12-09 12:36:35.556899: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.6737802  0.15281651 0.44309554 ... 0.         0.         0.        ]
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 ...
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 12:36:36.238211: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2407.5095 - mean_squared_error: 2407.5095
2022-12-09 12:36:41.505535: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2407.5095 - mean_squared_error: 2407.5095 - val_loss: 1126.9529 - val_mean_squared_error: 1126.9528
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 269.0929 - mean_squared_error: 269.0929 - val_loss: 1966.1534 - val_mean_squared_error: 1966.1534
Epoch 3/25
81/81 [==============================] - 1s 18ms/step - loss: 166.8785 - mean_squared_error: 166.8785 - val_loss: 2545.6660 - val_mean_squared_error: 2545.6660
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 125.9364 - mean_squared_error: 125.9364 - val_loss: 2811.4163 - val_mean_squared_error: 2811.4163
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 115.3758 - mean_squared_error: 115.3758 - val_loss: 2925.5444 - val_mean_squared_error: 2925.5444
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 106.6242 - mean_squared_error: 106.6242 - val_loss: 2824.6714 - val_mean_squared_error: 2824.6714
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 113.2617 - mean_squared_error: 113.2617 - val_loss: 2898.3230 - val_mean_squared_error: 2898.3230
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 107.9355 - mean_squared_error: 107.9355 - val_loss: 2874.2021 - val_mean_squared_error: 2874.2021
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 100.4363 - mean_squared_error: 100.4363 - val_loss: 2814.8628 - val_mean_squared_error: 2814.8628
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 102.1649 - mean_squared_error: 102.1649 - val_loss: 2888.2522 - val_mean_squared_error: 2888.2522
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 97.2071 - mean_squared_error: 97.2071 - val_loss: 2739.5771 - val_mean_squared_error: 2739.5771
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 93.5237 - mean_squared_error: 93.5237 - val_loss: 2693.4873 - val_mean_squared_error: 2693.4873
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 97.6979 - mean_squared_error: 97.6979 - val_loss: 2673.1619 - val_mean_squared_error: 2673.1619
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 91.8572 - mean_squared_error: 91.8572 - val_loss: 2648.3330 - val_mean_squared_error: 2648.3330
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 93.8021 - mean_squared_error: 93.8021 - val_loss: 2627.3164 - val_mean_squared_error: 2627.3164
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 87.8800 - mean_squared_error: 87.8800 - val_loss: 2539.8081 - val_mean_squared_error: 2539.8081
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 81.9009 - mean_squared_error: 81.9009 - val_loss: 2569.4385 - val_mean_squared_error: 2569.4385
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 93.0459 - mean_squared_error: 93.0459 - val_loss: 2515.9146 - val_mean_squared_error: 2515.9146
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 84.6939 - mean_squared_error: 84.6939 - val_loss: 2694.7427 - val_mean_squared_error: 2694.7427
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 86.7201 - mean_squared_error: 86.7201 - val_loss: 2493.2068 - val_mean_squared_error: 2493.2065
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 90.1600 - mean_squared_error: 90.1600 - val_loss: 2448.9570 - val_mean_squared_error: 2448.9570
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 86.7908 - mean_squared_error: 86.7908 - val_loss: 2282.6392 - val_mean_squared_error: 2282.6392
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 81.5817 - mean_squared_error: 81.5817 - val_loss: 2296.5586 - val_mean_squared_error: 2296.5586
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 90.1850 - mean_squared_error: 90.1850 - val_loss: 2319.9011 - val_mean_squared_error: 2319.9011
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 81.4794 - mean_squared_error: 81.4794 - val_loss: 2378.5015 - val_mean_squared_error: 2378.5012
2022-12-09 12:36:59.888476: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.25436535 ... 0.         0.         0.        ]
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 ...
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:37:00.586721: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2440.7793 - mean_squared_error: 2440.7793
2022-12-09 12:37:06.277103: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2440.7793 - mean_squared_error: 2440.7793 - val_loss: 1049.7783 - val_mean_squared_error: 1049.7783
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 226.8690 - mean_squared_error: 226.8690 - val_loss: 1648.7847 - val_mean_squared_error: 1648.7847
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 102.7559 - mean_squared_error: 102.7559 - val_loss: 1669.3933 - val_mean_squared_error: 1669.3933
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 67.1782 - mean_squared_error: 67.1782 - val_loss: 2144.4680 - val_mean_squared_error: 2144.4680
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 61.5971 - mean_squared_error: 61.5971 - val_loss: 2352.2712 - val_mean_squared_error: 2352.2712
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 55.9316 - mean_squared_error: 55.9316 - val_loss: 2303.2390 - val_mean_squared_error: 2303.2390
Epoch 7/25
81/81 [==============================] - 1s 16ms/step - loss: 54.0434 - mean_squared_error: 54.0434 - val_loss: 2356.3889 - val_mean_squared_error: 2356.3889
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 46.4755 - mean_squared_error: 46.4755 - val_loss: 2378.4185 - val_mean_squared_error: 2378.4185
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 39.1226 - mean_squared_error: 39.1226 - val_loss: 2436.6729 - val_mean_squared_error: 2436.6729
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 43.1606 - mean_squared_error: 43.1606 - val_loss: 2429.4080 - val_mean_squared_error: 2429.4080
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 42.3004 - mean_squared_error: 42.3004 - val_loss: 2530.4592 - val_mean_squared_error: 2530.4592
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 39.9653 - mean_squared_error: 39.9653 - val_loss: 2467.2080 - val_mean_squared_error: 2467.2080
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 45.0559 - mean_squared_error: 45.0559 - val_loss: 2290.8369 - val_mean_squared_error: 2290.8369
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0926 - mean_squared_error: 38.0926 - val_loss: 2276.6499 - val_mean_squared_error: 2276.6499
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 44.1133 - mean_squared_error: 44.1133 - val_loss: 2241.3091 - val_mean_squared_error: 2241.3091
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 38.7932 - mean_squared_error: 38.7932 - val_loss: 2261.3584 - val_mean_squared_error: 2261.3584
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 37.3963 - mean_squared_error: 37.3963 - val_loss: 2338.0720 - val_mean_squared_error: 2338.0720
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 34.2571 - mean_squared_error: 34.2571 - val_loss: 2332.6152 - val_mean_squared_error: 2332.6152
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 39.6175 - mean_squared_error: 39.6175 - val_loss: 2208.2822 - val_mean_squared_error: 2208.2822
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 32.9820 - mean_squared_error: 32.9820 - val_loss: 2258.2617 - val_mean_squared_error: 2258.2617
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 37.9238 - mean_squared_error: 37.9238 - val_loss: 2197.0754 - val_mean_squared_error: 2197.0754
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 37.3227 - mean_squared_error: 37.3227 - val_loss: 2082.6997 - val_mean_squared_error: 2082.6997
Epoch 23/25
81/81 [==============================] - 1s 10ms/step - loss: 38.9073 - mean_squared_error: 38.9073 - val_loss: 2156.8645 - val_mean_squared_error: 2156.8645
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 29.1758 - mean_squared_error: 29.1758 - val_loss: 2237.5664 - val_mean_squared_error: 2237.5664
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 38.9371 - mean_squared_error: 38.9371 - val_loss: 2231.4072 - val_mean_squared_error: 2231.4072
2022-12-09 12:37:24.855986: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 [0.65978331 0.18600112 0.44272007 ... 0.         0.         0.        ]
 ...
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 [1.         0.07306191 0.76512307 ... 0.         0.         0.        ]
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:37:25.621600: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2541.7903 - mean_squared_error: 2541.7903
2022-12-09 12:37:31.340196: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2541.7903 - mean_squared_error: 2541.7903 - val_loss: 1496.1984 - val_mean_squared_error: 1496.1984
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 322.9960 - mean_squared_error: 322.9960 - val_loss: 2170.2002 - val_mean_squared_error: 2170.2002
Epoch 3/25
81/81 [==============================] - 1s 17ms/step - loss: 229.2139 - mean_squared_error: 229.2139 - val_loss: 2579.2361 - val_mean_squared_error: 2579.2361
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 163.0688 - mean_squared_error: 163.0688 - val_loss: 2671.5674 - val_mean_squared_error: 2671.5674
Epoch 5/25
81/81 [==============================] - 1s 12ms/step - loss: 148.1869 - mean_squared_error: 148.1869 - val_loss: 2704.2642 - val_mean_squared_error: 2704.2642
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 134.8445 - mean_squared_error: 134.8445 - val_loss: 2378.9253 - val_mean_squared_error: 2378.9253
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 135.9042 - mean_squared_error: 135.9042 - val_loss: 2455.1548 - val_mean_squared_error: 2455.1548
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 129.8218 - mean_squared_error: 129.8218 - val_loss: 2567.3301 - val_mean_squared_error: 2567.3301
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 130.8435 - mean_squared_error: 130.8435 - val_loss: 2438.8770 - val_mean_squared_error: 2438.8767
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 126.7373 - mean_squared_error: 126.7373 - val_loss: 2538.6658 - val_mean_squared_error: 2538.6658
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 120.3222 - mean_squared_error: 120.3222 - val_loss: 2369.2256 - val_mean_squared_error: 2369.2256
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 122.3023 - mean_squared_error: 122.3023 - val_loss: 2205.7419 - val_mean_squared_error: 2205.7419
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 121.3438 - mean_squared_error: 121.3438 - val_loss: 2044.6525 - val_mean_squared_error: 2044.6525
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 117.4117 - mean_squared_error: 117.4117 - val_loss: 2056.8223 - val_mean_squared_error: 2056.8223
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 108.4479 - mean_squared_error: 108.4479 - val_loss: 1994.8435 - val_mean_squared_error: 1994.8435
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 106.1797 - mean_squared_error: 106.1797 - val_loss: 1846.1298 - val_mean_squared_error: 1846.1298
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 107.4937 - mean_squared_error: 107.4937 - val_loss: 1614.8448 - val_mean_squared_error: 1614.8448
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 112.6647 - mean_squared_error: 112.6647 - val_loss: 1625.2133 - val_mean_squared_error: 1625.2133
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 107.4931 - mean_squared_error: 107.4931 - val_loss: 1588.3265 - val_mean_squared_error: 1588.3265
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 107.4295 - mean_squared_error: 107.4295 - val_loss: 1585.6888 - val_mean_squared_error: 1585.6888
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 96.9973 - mean_squared_error: 96.9973 - val_loss: 1382.2719 - val_mean_squared_error: 1382.2719
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 93.3590 - mean_squared_error: 93.3590 - val_loss: 1250.4685 - val_mean_squared_error: 1250.4685
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 93.1252 - mean_squared_error: 93.1252 - val_loss: 1296.1267 - val_mean_squared_error: 1296.1267
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 86.5806 - mean_squared_error: 86.5806 - val_loss: 1327.2506 - val_mean_squared_error: 1327.2506
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 87.9152 - mean_squared_error: 87.9152 - val_loss: 1152.9993 - val_mean_squared_error: 1152.9993
2022-12-09 12:37:50.145664: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 ...
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:37:50.874548: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2407.8506 - mean_squared_error: 2407.8506
2022-12-09 12:37:56.210543: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2407.8506 - mean_squared_error: 2407.8506 - val_loss: 982.2110 - val_mean_squared_error: 982.2110
Epoch 2/25
81/81 [==============================] - 1s 17ms/step - loss: 211.9847 - mean_squared_error: 211.9847 - val_loss: 1397.2159 - val_mean_squared_error: 1397.2159
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 91.1516 - mean_squared_error: 91.1516 - val_loss: 2197.7688 - val_mean_squared_error: 2197.7688
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 67.6695 - mean_squared_error: 67.6695 - val_loss: 2736.8789 - val_mean_squared_error: 2736.8789
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 64.8274 - mean_squared_error: 64.8274 - val_loss: 2920.6069 - val_mean_squared_error: 2920.6069
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 61.5508 - mean_squared_error: 61.5508 - val_loss: 2985.9070 - val_mean_squared_error: 2985.9070
Epoch 7/25
81/81 [==============================] - 1s 11ms/step - loss: 58.4335 - mean_squared_error: 58.4335 - val_loss: 3017.9128 - val_mean_squared_error: 3017.9128
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 59.0715 - mean_squared_error: 59.0715 - val_loss: 3033.9998 - val_mean_squared_error: 3033.9998
Epoch 9/25
81/81 [==============================] - 1s 13ms/step - loss: 51.4878 - mean_squared_error: 51.4878 - val_loss: 3025.0244 - val_mean_squared_error: 3025.0244
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 55.1409 - mean_squared_error: 55.1409 - val_loss: 3019.8794 - val_mean_squared_error: 3019.8794
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 48.9095 - mean_squared_error: 48.9095 - val_loss: 3021.6235 - val_mean_squared_error: 3021.6235
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 49.9357 - mean_squared_error: 49.9357 - val_loss: 3036.1528 - val_mean_squared_error: 3036.1528
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 44.1430 - mean_squared_error: 44.1430 - val_loss: 3025.6841 - val_mean_squared_error: 3025.6841
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 45.1392 - mean_squared_error: 45.1392 - val_loss: 3033.2583 - val_mean_squared_error: 3033.2583
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 51.1674 - mean_squared_error: 51.1674 - val_loss: 3028.5347 - val_mean_squared_error: 3028.5347
Epoch 16/25
81/81 [==============================] - 1s 10ms/step - loss: 49.2346 - mean_squared_error: 49.2346 - val_loss: 2992.0527 - val_mean_squared_error: 2992.0527
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 42.0185 - mean_squared_error: 42.0185 - val_loss: 3017.9839 - val_mean_squared_error: 3017.9839
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 48.8415 - mean_squared_error: 48.8415 - val_loss: 2981.1382 - val_mean_squared_error: 2981.1382
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 49.4164 - mean_squared_error: 49.4164 - val_loss: 3003.3220 - val_mean_squared_error: 3003.3220
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 44.3526 - mean_squared_error: 44.3526 - val_loss: 2970.0107 - val_mean_squared_error: 2970.0107
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 48.9115 - mean_squared_error: 48.9115 - val_loss: 2981.4912 - val_mean_squared_error: 2981.4912
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 41.8221 - mean_squared_error: 41.8221 - val_loss: 2966.2761 - val_mean_squared_error: 2966.2761
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 44.6939 - mean_squared_error: 44.6939 - val_loss: 2936.5896 - val_mean_squared_error: 2936.5896
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 48.4013 - mean_squared_error: 48.4013 - val_loss: 2907.7722 - val_mean_squared_error: 2907.7722
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 47.7890 - mean_squared_error: 47.7890 - val_loss: 2940.9116 - val_mean_squared_error: 2940.9116
2022-12-09 12:38:15.221942: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0008659106785501702
Generation:  43
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:38:15.983645: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2440.6765 - mean_squared_error: 2440.6765
2022-12-09 12:38:21.330821: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2440.6765 - mean_squared_error: 2440.6765 - val_loss: 1117.7321 - val_mean_squared_error: 1117.7321
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 326.1896 - mean_squared_error: 326.1896 - val_loss: 2024.4414 - val_mean_squared_error: 2024.4414
Epoch 3/25
81/81 [==============================] - 1s 16ms/step - loss: 232.2890 - mean_squared_error: 232.2890 - val_loss: 2304.0127 - val_mean_squared_error: 2304.0127
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 156.4160 - mean_squared_error: 156.4160 - val_loss: 2305.3875 - val_mean_squared_error: 2305.3875
Epoch 5/25
81/81 [==============================] - 1s 12ms/step - loss: 143.4086 - mean_squared_error: 143.4086 - val_loss: 2130.0537 - val_mean_squared_error: 2130.0537
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 138.4706 - mean_squared_error: 138.4706 - val_loss: 2193.9712 - val_mean_squared_error: 2193.9712
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 132.0170 - mean_squared_error: 132.0170 - val_loss: 2165.0237 - val_mean_squared_error: 2165.0237
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 132.9841 - mean_squared_error: 132.9841 - val_loss: 2149.5217 - val_mean_squared_error: 2149.5217
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 129.1275 - mean_squared_error: 129.1275 - val_loss: 2093.4299 - val_mean_squared_error: 2093.4299
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 126.0782 - mean_squared_error: 126.0782 - val_loss: 2162.2771 - val_mean_squared_error: 2162.2771
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 123.2813 - mean_squared_error: 123.2813 - val_loss: 2031.9630 - val_mean_squared_error: 2031.9630
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 130.6002 - mean_squared_error: 130.6002 - val_loss: 1972.1656 - val_mean_squared_error: 1972.1656
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 114.3619 - mean_squared_error: 114.3619 - val_loss: 2212.3083 - val_mean_squared_error: 2212.3083
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 114.4869 - mean_squared_error: 114.4869 - val_loss: 1777.6180 - val_mean_squared_error: 1777.6180
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 118.2470 - mean_squared_error: 118.2470 - val_loss: 1880.8673 - val_mean_squared_error: 1880.8673
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 113.1124 - mean_squared_error: 113.1124 - val_loss: 1749.1415 - val_mean_squared_error: 1749.1415
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 111.1805 - mean_squared_error: 111.1805 - val_loss: 1608.4202 - val_mean_squared_error: 1608.4202
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 101.8335 - mean_squared_error: 101.8335 - val_loss: 1515.3734 - val_mean_squared_error: 1515.3734
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 101.6354 - mean_squared_error: 101.6354 - val_loss: 1357.5868 - val_mean_squared_error: 1357.5868
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 105.1793 - mean_squared_error: 105.1793 - val_loss: 1639.9733 - val_mean_squared_error: 1639.9733
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 104.5804 - mean_squared_error: 104.5804 - val_loss: 1447.8927 - val_mean_squared_error: 1447.8927
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 91.7964 - mean_squared_error: 91.7964 - val_loss: 1287.8607 - val_mean_squared_error: 1287.8607
Epoch 23/25
81/81 [==============================] - 1s 14ms/step - loss: 98.9129 - mean_squared_error: 98.9129 - val_loss: 1309.4442 - val_mean_squared_error: 1309.4442
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 93.1746 - mean_squared_error: 93.1746 - val_loss: 1210.1884 - val_mean_squared_error: 1210.1884
Epoch 25/25
81/81 [==============================] - 1s 11ms/step - loss: 92.8440 - mean_squared_error: 92.8440 - val_loss: 945.9497 - val_mean_squared_error: 945.9497
2022-12-09 12:38:40.534106: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:38:41.236391: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2469.4292 - mean_squared_error: 2469.4292
2022-12-09 12:38:46.625565: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2469.4292 - mean_squared_error: 2469.4292 - val_loss: 1286.0837 - val_mean_squared_error: 1286.0837
Epoch 2/25
81/81 [==============================] - 1s 17ms/step - loss: 331.2300 - mean_squared_error: 331.2300 - val_loss: 1946.1431 - val_mean_squared_error: 1946.1431
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 229.4801 - mean_squared_error: 229.4801 - val_loss: 2453.9897 - val_mean_squared_error: 2453.9897
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 159.4663 - mean_squared_error: 159.4663 - val_loss: 2560.1262 - val_mean_squared_error: 2560.1262
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 154.5651 - mean_squared_error: 154.5651 - val_loss: 2292.6550 - val_mean_squared_error: 2292.6550
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 149.8918 - mean_squared_error: 149.8918 - val_loss: 2450.3591 - val_mean_squared_error: 2450.3591
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 139.9398 - mean_squared_error: 139.9398 - val_loss: 2335.6548 - val_mean_squared_error: 2335.6548
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 132.0881 - mean_squared_error: 132.0881 - val_loss: 2148.8186 - val_mean_squared_error: 2148.8186
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 136.1608 - mean_squared_error: 136.1608 - val_loss: 2101.4646 - val_mean_squared_error: 2101.4646
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 127.1493 - mean_squared_error: 127.1493 - val_loss: 2390.4512 - val_mean_squared_error: 2390.4512
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 127.4580 - mean_squared_error: 127.4580 - val_loss: 1954.5337 - val_mean_squared_error: 1954.5337
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 119.2263 - mean_squared_error: 119.2263 - val_loss: 1905.9834 - val_mean_squared_error: 1905.9834
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 113.3517 - mean_squared_error: 113.3517 - val_loss: 1813.3009 - val_mean_squared_error: 1813.3009
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 115.9204 - mean_squared_error: 115.9204 - val_loss: 1555.2906 - val_mean_squared_error: 1555.2906
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 118.5507 - mean_squared_error: 118.5507 - val_loss: 1536.5999 - val_mean_squared_error: 1536.5999
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 110.0364 - mean_squared_error: 110.0364 - val_loss: 1214.5377 - val_mean_squared_error: 1214.5377
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 110.7981 - mean_squared_error: 110.7981 - val_loss: 1078.4331 - val_mean_squared_error: 1078.4331
Epoch 18/25
81/81 [==============================] - 1s 15ms/step - loss: 111.0076 - mean_squared_error: 111.0076 - val_loss: 1095.7139 - val_mean_squared_error: 1095.7139
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 99.2784 - mean_squared_error: 99.2784 - val_loss: 934.1831 - val_mean_squared_error: 934.1831
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 98.9822 - mean_squared_error: 98.9822 - val_loss: 908.9447 - val_mean_squared_error: 908.9447
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 96.2483 - mean_squared_error: 96.2483 - val_loss: 1013.2712 - val_mean_squared_error: 1013.2712
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 98.4495 - mean_squared_error: 98.4495 - val_loss: 922.7879 - val_mean_squared_error: 922.7879
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 91.8296 - mean_squared_error: 91.8296 - val_loss: 784.6539 - val_mean_squared_error: 784.6539
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 94.2614 - mean_squared_error: 94.2614 - val_loss: 842.9082 - val_mean_squared_error: 842.9082
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 89.7401 - mean_squared_error: 89.7401 - val_loss: 655.5029 - val_mean_squared_error: 655.5029
2022-12-09 12:39:05.800796: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.25436535 ... 0.         0.         0.        ]
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 ...
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:39:06.500470: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2400.3086 - mean_squared_error: 2400.3086
2022-12-09 12:39:11.904362: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2400.3086 - mean_squared_error: 2400.3086 - val_loss: 944.5600 - val_mean_squared_error: 944.5600
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 200.5774 - mean_squared_error: 200.5774 - val_loss: 1369.9115 - val_mean_squared_error: 1369.9115
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 101.9970 - mean_squared_error: 101.9970 - val_loss: 1591.7416 - val_mean_squared_error: 1591.7416
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 70.7957 - mean_squared_error: 70.7957 - val_loss: 2212.4443 - val_mean_squared_error: 2212.4443
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 59.3110 - mean_squared_error: 59.3110 - val_loss: 2331.0398 - val_mean_squared_error: 2331.0398
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 52.3397 - mean_squared_error: 52.3397 - val_loss: 2627.7751 - val_mean_squared_error: 2627.7751
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 57.7127 - mean_squared_error: 57.7127 - val_loss: 2564.0259 - val_mean_squared_error: 2564.0259
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 51.5376 - mean_squared_error: 51.5376 - val_loss: 2520.6775 - val_mean_squared_error: 2520.6775
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 44.7310 - mean_squared_error: 44.7310 - val_loss: 2520.8481 - val_mean_squared_error: 2520.8481
Epoch 10/25
81/81 [==============================] - 1s 16ms/step - loss: 42.9510 - mean_squared_error: 42.9510 - val_loss: 2592.2883 - val_mean_squared_error: 2592.2883
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 36.5015 - mean_squared_error: 36.5015 - val_loss: 2526.5632 - val_mean_squared_error: 2526.5632
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 41.2050 - mean_squared_error: 41.2050 - val_loss: 2513.1111 - val_mean_squared_error: 2513.1111
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 48.8943 - mean_squared_error: 48.8943 - val_loss: 2525.0566 - val_mean_squared_error: 2525.0566
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 41.4207 - mean_squared_error: 41.4207 - val_loss: 2423.5049 - val_mean_squared_error: 2423.5049
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 43.3651 - mean_squared_error: 43.3651 - val_loss: 2458.4194 - val_mean_squared_error: 2458.4194
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 37.6590 - mean_squared_error: 37.6590 - val_loss: 2500.0242 - val_mean_squared_error: 2500.0242
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 39.1124 - mean_squared_error: 39.1124 - val_loss: 2320.7964 - val_mean_squared_error: 2320.7964
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 42.0865 - mean_squared_error: 42.0865 - val_loss: 2435.8130 - val_mean_squared_error: 2435.8130
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 40.3380 - mean_squared_error: 40.3380 - val_loss: 2315.0166 - val_mean_squared_error: 2315.0166
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 34.0619 - mean_squared_error: 34.0619 - val_loss: 2326.5554 - val_mean_squared_error: 2326.5554
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 38.1088 - mean_squared_error: 38.1088 - val_loss: 2366.5981 - val_mean_squared_error: 2366.5981
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 39.6205 - mean_squared_error: 39.6205 - val_loss: 2271.6562 - val_mean_squared_error: 2271.6562
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 35.2313 - mean_squared_error: 35.2313 - val_loss: 2343.3748 - val_mean_squared_error: 2343.3745
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 39.8621 - mean_squared_error: 39.8621 - val_loss: 2220.9941 - val_mean_squared_error: 2220.9941
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 39.5790 - mean_squared_error: 39.5790 - val_loss: 2284.1189 - val_mean_squared_error: 2284.1189
2022-12-09 12:39:30.395190: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 12:39:31.171229: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2427.2053 - mean_squared_error: 2427.2053
2022-12-09 12:39:36.585025: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2427.2053 - mean_squared_error: 2427.2053 - val_loss: 1387.3921 - val_mean_squared_error: 1387.3921
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 254.4848 - mean_squared_error: 254.4848 - val_loss: 2083.2349 - val_mean_squared_error: 2083.2349
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 159.3430 - mean_squared_error: 159.3430 - val_loss: 2596.5659 - val_mean_squared_error: 2596.5659
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 119.6101 - mean_squared_error: 119.6101 - val_loss: 2539.5361 - val_mean_squared_error: 2539.5361
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 115.7102 - mean_squared_error: 115.7102 - val_loss: 2786.5784 - val_mean_squared_error: 2786.5784
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 109.8526 - mean_squared_error: 109.8526 - val_loss: 2839.7732 - val_mean_squared_error: 2839.7732
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 102.6193 - mean_squared_error: 102.6193 - val_loss: 2793.0266 - val_mean_squared_error: 2793.0266
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 100.4817 - mean_squared_error: 100.4817 - val_loss: 2804.6863 - val_mean_squared_error: 2804.6863
Epoch 9/25
81/81 [==============================] - 1s 14ms/step - loss: 99.3751 - mean_squared_error: 99.3751 - val_loss: 2851.1733 - val_mean_squared_error: 2851.1733
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 89.4709 - mean_squared_error: 89.4709 - val_loss: 2826.0344 - val_mean_squared_error: 2826.0344
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 95.3059 - mean_squared_error: 95.3059 - val_loss: 2734.7600 - val_mean_squared_error: 2734.7600
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 100.0090 - mean_squared_error: 100.0090 - val_loss: 2758.6626 - val_mean_squared_error: 2758.6626
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 96.0644 - mean_squared_error: 96.0644 - val_loss: 2730.0017 - val_mean_squared_error: 2730.0017
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 87.5165 - mean_squared_error: 87.5165 - val_loss: 2628.1719 - val_mean_squared_error: 2628.1719
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 88.2773 - mean_squared_error: 88.2773 - val_loss: 2656.2466 - val_mean_squared_error: 2656.2466
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 89.1426 - mean_squared_error: 89.1426 - val_loss: 2683.2341 - val_mean_squared_error: 2683.2341
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 86.8882 - mean_squared_error: 86.8882 - val_loss: 2603.5994 - val_mean_squared_error: 2603.5994
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 89.6137 - mean_squared_error: 89.6137 - val_loss: 2533.5696 - val_mean_squared_error: 2533.5696
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 91.6871 - mean_squared_error: 91.6871 - val_loss: 2494.8545 - val_mean_squared_error: 2494.8545
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 74.6710 - mean_squared_error: 74.6710 - val_loss: 2414.6824 - val_mean_squared_error: 2414.6824
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 78.4535 - mean_squared_error: 78.4535 - val_loss: 2379.9041 - val_mean_squared_error: 2379.9041
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 80.4769 - mean_squared_error: 80.4769 - val_loss: 2372.8279 - val_mean_squared_error: 2372.8279
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 81.4795 - mean_squared_error: 81.4795 - val_loss: 2415.2361 - val_mean_squared_error: 2415.2361
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 83.8226 - mean_squared_error: 83.8226 - val_loss: 2343.3687 - val_mean_squared_error: 2343.3687
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 72.7179 - mean_squared_error: 72.7179 - val_loss: 2233.0347 - val_mean_squared_error: 2233.0347
2022-12-09 12:39:55.188131: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 12:39:55.903920: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2426.4187 - mean_squared_error: 2426.4187
2022-12-09 12:40:01.725197: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2426.4187 - mean_squared_error: 2426.4187 - val_loss: 804.5154 - val_mean_squared_error: 804.5154
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 198.9135 - mean_squared_error: 198.9135 - val_loss: 1034.4180 - val_mean_squared_error: 1034.4180
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 95.0761 - mean_squared_error: 95.0761 - val_loss: 1402.7712 - val_mean_squared_error: 1402.7712
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 67.9207 - mean_squared_error: 67.9207 - val_loss: 1847.8477 - val_mean_squared_error: 1847.8477
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 58.0324 - mean_squared_error: 58.0324 - val_loss: 1981.2036 - val_mean_squared_error: 1981.2036
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 54.1338 - mean_squared_error: 54.1338 - val_loss: 1942.4154 - val_mean_squared_error: 1942.4154
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 45.1786 - mean_squared_error: 45.1786 - val_loss: 1990.6798 - val_mean_squared_error: 1990.6798
Epoch 8/25
81/81 [==============================] - 1s 11ms/step - loss: 43.2304 - mean_squared_error: 43.2304 - val_loss: 2032.2729 - val_mean_squared_error: 2032.2729
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 41.0933 - mean_squared_error: 41.0933 - val_loss: 2056.6738 - val_mean_squared_error: 2056.6738
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 43.7113 - mean_squared_error: 43.7113 - val_loss: 2061.3711 - val_mean_squared_error: 2061.3711
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 38.3890 - mean_squared_error: 38.3890 - val_loss: 2143.2751 - val_mean_squared_error: 2143.2751
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 40.2910 - mean_squared_error: 40.2910 - val_loss: 2027.1547 - val_mean_squared_error: 2027.1547
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 37.1076 - mean_squared_error: 37.1076 - val_loss: 1987.5573 - val_mean_squared_error: 1987.5573
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 37.6289 - mean_squared_error: 37.6289 - val_loss: 1961.6353 - val_mean_squared_error: 1961.6353
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 41.4359 - mean_squared_error: 41.4359 - val_loss: 1942.8181 - val_mean_squared_error: 1942.8181
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 37.6959 - mean_squared_error: 37.6959 - val_loss: 2203.6772 - val_mean_squared_error: 2203.6772
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 38.2030 - mean_squared_error: 38.2030 - val_loss: 1877.7362 - val_mean_squared_error: 1877.7362
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 46.2376 - mean_squared_error: 46.2376 - val_loss: 1852.2056 - val_mean_squared_error: 1852.2056
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 39.6756 - mean_squared_error: 39.6756 - val_loss: 1778.8905 - val_mean_squared_error: 1778.8905
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 37.3132 - mean_squared_error: 37.3132 - val_loss: 1859.0677 - val_mean_squared_error: 1859.0677
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 42.2283 - mean_squared_error: 42.2283 - val_loss: 1853.9087 - val_mean_squared_error: 1853.9087
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 41.7693 - mean_squared_error: 41.7693 - val_loss: 1812.4923 - val_mean_squared_error: 1812.4923
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 38.8367 - mean_squared_error: 38.8367 - val_loss: 1765.4250 - val_mean_squared_error: 1765.4250
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 41.3174 - mean_squared_error: 41.3174 - val_loss: 1931.1394 - val_mean_squared_error: 1931.1394
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 38.1803 - mean_squared_error: 38.1803 - val_loss: 1671.4905 - val_mean_squared_error: 1671.4904
2022-12-09 12:40:19.806305: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.001514683784501302
Generation:  44
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:40:20.554200: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2476.1680 - mean_squared_error: 2476.1680
2022-12-09 12:40:26.413409: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2476.1680 - mean_squared_error: 2476.1680 - val_loss: 1400.3757 - val_mean_squared_error: 1400.3757
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 336.7340 - mean_squared_error: 336.7340 - val_loss: 2088.0579 - val_mean_squared_error: 2088.0579
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 233.9132 - mean_squared_error: 233.9132 - val_loss: 2445.0127 - val_mean_squared_error: 2445.0127
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 164.3865 - mean_squared_error: 164.3865 - val_loss: 2519.3933 - val_mean_squared_error: 2519.3933
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 144.5170 - mean_squared_error: 144.5170 - val_loss: 2391.2698 - val_mean_squared_error: 2391.2698
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 137.5510 - mean_squared_error: 137.5510 - val_loss: 2498.2178 - val_mean_squared_error: 2498.2178
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 129.1703 - mean_squared_error: 129.1703 - val_loss: 2522.5259 - val_mean_squared_error: 2522.5259
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 130.7942 - mean_squared_error: 130.7942 - val_loss: 2334.0044 - val_mean_squared_error: 2334.0044
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 128.6827 - mean_squared_error: 128.6827 - val_loss: 1972.6084 - val_mean_squared_error: 1972.6084
Epoch 10/25
81/81 [==============================] - 1s 17ms/step - loss: 126.2991 - mean_squared_error: 126.2991 - val_loss: 2291.4551 - val_mean_squared_error: 2291.4551
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 129.0259 - mean_squared_error: 129.0259 - val_loss: 2282.8428 - val_mean_squared_error: 2282.8428
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 120.0442 - mean_squared_error: 120.0442 - val_loss: 1965.6115 - val_mean_squared_error: 1965.6115
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 116.7478 - mean_squared_error: 116.7478 - val_loss: 1751.4856 - val_mean_squared_error: 1751.4856
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 116.7986 - mean_squared_error: 116.7986 - val_loss: 1968.6394 - val_mean_squared_error: 1968.6394
Epoch 15/25
81/81 [==============================] - 1s 10ms/step - loss: 111.6492 - mean_squared_error: 111.6492 - val_loss: 1780.6908 - val_mean_squared_error: 1780.6908
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 114.5298 - mean_squared_error: 114.5298 - val_loss: 1654.1400 - val_mean_squared_error: 1654.1400
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 111.6466 - mean_squared_error: 111.6466 - val_loss: 1189.2561 - val_mean_squared_error: 1189.2561
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 101.3129 - mean_squared_error: 101.3129 - val_loss: 1591.8788 - val_mean_squared_error: 1591.8788
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 106.7846 - mean_squared_error: 106.7846 - val_loss: 1268.7946 - val_mean_squared_error: 1268.7946
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 99.6490 - mean_squared_error: 99.6490 - val_loss: 1472.6062 - val_mean_squared_error: 1472.6062
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 97.9632 - mean_squared_error: 97.9632 - val_loss: 994.2556 - val_mean_squared_error: 994.2556
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 98.7522 - mean_squared_error: 98.7522 - val_loss: 920.5365 - val_mean_squared_error: 920.5365
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 91.6740 - mean_squared_error: 91.6740 - val_loss: 804.2191 - val_mean_squared_error: 804.2191
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 92.6444 - mean_squared_error: 92.6444 - val_loss: 977.9309 - val_mean_squared_error: 977.9309
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 90.6442 - mean_squared_error: 90.6442 - val_loss: 981.2853 - val_mean_squared_error: 981.2853
2022-12-09 12:40:45.812879: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 ...
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:40:46.590135: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2458.6174 - mean_squared_error: 2458.6174
2022-12-09 12:40:52.047203: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 59ms/step - loss: 2458.6174 - mean_squared_error: 2458.6174 - val_loss: 1239.8877 - val_mean_squared_error: 1239.8877
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 337.5093 - mean_squared_error: 337.5093 - val_loss: 1953.0493 - val_mean_squared_error: 1953.0493
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 230.6897 - mean_squared_error: 230.6897 - val_loss: 2439.0757 - val_mean_squared_error: 2439.0757
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 174.7559 - mean_squared_error: 174.7559 - val_loss: 2559.4460 - val_mean_squared_error: 2559.4460
Epoch 5/25
81/81 [==============================] - 1s 12ms/step - loss: 145.2570 - mean_squared_error: 145.2570 - val_loss: 2526.4653 - val_mean_squared_error: 2526.4653
Epoch 6/25
81/81 [==============================] - 1s 17ms/step - loss: 136.8755 - mean_squared_error: 136.8755 - val_loss: 2599.4648 - val_mean_squared_error: 2599.4648
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 131.1112 - mean_squared_error: 131.1112 - val_loss: 2644.1621 - val_mean_squared_error: 2644.1621
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 133.9053 - mean_squared_error: 133.9053 - val_loss: 2578.1033 - val_mean_squared_error: 2578.1033
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 129.5909 - mean_squared_error: 129.5909 - val_loss: 2692.6497 - val_mean_squared_error: 2692.6497
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 125.5519 - mean_squared_error: 125.5519 - val_loss: 2598.6570 - val_mean_squared_error: 2598.6570
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 122.6015 - mean_squared_error: 122.6015 - val_loss: 2455.1970 - val_mean_squared_error: 2455.1970
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 123.3647 - mean_squared_error: 123.3647 - val_loss: 2451.5073 - val_mean_squared_error: 2451.5073
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 126.4781 - mean_squared_error: 126.4781 - val_loss: 2360.1990 - val_mean_squared_error: 2360.1990
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 119.5416 - mean_squared_error: 119.5416 - val_loss: 2284.7612 - val_mean_squared_error: 2284.7612
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 123.1168 - mean_squared_error: 123.1168 - val_loss: 2414.6509 - val_mean_squared_error: 2414.6509
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 118.2681 - mean_squared_error: 118.2681 - val_loss: 2391.4951 - val_mean_squared_error: 2391.4951
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 119.9460 - mean_squared_error: 119.9460 - val_loss: 2266.8486 - val_mean_squared_error: 2266.8486
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 114.5292 - mean_squared_error: 114.5292 - val_loss: 2074.5889 - val_mean_squared_error: 2074.5889
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 116.9883 - mean_squared_error: 116.9883 - val_loss: 1727.9302 - val_mean_squared_error: 1727.9302
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 114.3159 - mean_squared_error: 114.3159 - val_loss: 2023.0844 - val_mean_squared_error: 2023.0844
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 112.1954 - mean_squared_error: 112.1954 - val_loss: 2015.8555 - val_mean_squared_error: 2015.8555
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 112.5192 - mean_squared_error: 112.5192 - val_loss: 1993.6198 - val_mean_squared_error: 1993.6198
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 103.9832 - mean_squared_error: 103.9832 - val_loss: 1896.6353 - val_mean_squared_error: 1896.6353
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 104.2515 - mean_squared_error: 104.2515 - val_loss: 1954.4781 - val_mean_squared_error: 1954.4781
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 103.2915 - mean_squared_error: 103.2915 - val_loss: 1683.7660 - val_mean_squared_error: 1683.7660
2022-12-09 12:41:11.598815: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 43)
(286, 43)
Epoch 1/25
2022-12-09 12:41:12.308579: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2417.7832 - mean_squared_error: 2417.7832
2022-12-09 12:41:17.850526: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2417.7832 - mean_squared_error: 2417.7832 - val_loss: 1059.6072 - val_mean_squared_error: 1059.6072
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 201.2940 - mean_squared_error: 201.2940 - val_loss: 1359.7831 - val_mean_squared_error: 1359.7831
Epoch 3/25
81/81 [==============================] - 1s 16ms/step - loss: 100.6204 - mean_squared_error: 100.6204 - val_loss: 2040.3584 - val_mean_squared_error: 2040.3584
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 73.0626 - mean_squared_error: 73.0626 - val_loss: 1860.7327 - val_mean_squared_error: 1860.7327
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 63.3932 - mean_squared_error: 63.3932 - val_loss: 2178.7839 - val_mean_squared_error: 2178.7839
Epoch 6/25
81/81 [==============================] - 1s 12ms/step - loss: 61.2747 - mean_squared_error: 61.2747 - val_loss: 2498.8000 - val_mean_squared_error: 2498.7998
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 55.5949 - mean_squared_error: 55.5949 - val_loss: 2471.6157 - val_mean_squared_error: 2471.6157
Epoch 8/25
81/81 [==============================] - 1s 11ms/step - loss: 48.1263 - mean_squared_error: 48.1263 - val_loss: 2324.5552 - val_mean_squared_error: 2324.5552
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 42.9440 - mean_squared_error: 42.9440 - val_loss: 2386.8376 - val_mean_squared_error: 2386.8376
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 44.8121 - mean_squared_error: 44.8121 - val_loss: 2370.8862 - val_mean_squared_error: 2370.8862
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 43.9052 - mean_squared_error: 43.9052 - val_loss: 2409.4158 - val_mean_squared_error: 2409.4158
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 43.0672 - mean_squared_error: 43.0672 - val_loss: 2374.5964 - val_mean_squared_error: 2374.5964
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 42.6681 - mean_squared_error: 42.6681 - val_loss: 2366.0403 - val_mean_squared_error: 2366.0403
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 48.3818 - mean_squared_error: 48.3818 - val_loss: 2114.2483 - val_mean_squared_error: 2114.2483
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 44.3801 - mean_squared_error: 44.3801 - val_loss: 2243.7422 - val_mean_squared_error: 2243.7422
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 42.0581 - mean_squared_error: 42.0581 - val_loss: 2251.6562 - val_mean_squared_error: 2251.6562
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 43.8896 - mean_squared_error: 43.8896 - val_loss: 2211.1726 - val_mean_squared_error: 2211.1726
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 37.4869 - mean_squared_error: 37.4869 - val_loss: 2144.5127 - val_mean_squared_error: 2144.5127
Epoch 19/25
81/81 [==============================] - 1s 10ms/step - loss: 38.9852 - mean_squared_error: 38.9852 - val_loss: 2292.3425 - val_mean_squared_error: 2292.3425
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 45.3457 - mean_squared_error: 45.3457 - val_loss: 1964.6149 - val_mean_squared_error: 1964.6149
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 33.7832 - mean_squared_error: 33.7832 - val_loss: 2241.4868 - val_mean_squared_error: 2241.4868
Epoch 22/25
81/81 [==============================] - 1s 15ms/step - loss: 36.3950 - mean_squared_error: 36.3950 - val_loss: 2278.8115 - val_mean_squared_error: 2278.8115
Epoch 23/25
81/81 [==============================] - 1s 10ms/step - loss: 41.4029 - mean_squared_error: 41.4029 - val_loss: 1947.4290 - val_mean_squared_error: 1947.4290
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 34.7814 - mean_squared_error: 34.7814 - val_loss: 2074.5007 - val_mean_squared_error: 2074.5007
Epoch 25/25
81/81 [==============================] - 1s 10ms/step - loss: 45.4235 - mean_squared_error: 45.4235 - val_loss: 2194.9211 - val_mean_squared_error: 2194.9209
2022-12-09 12:41:38.933645: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 12:41:39.727522: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2467.1184 - mean_squared_error: 2467.1184
2022-12-09 12:41:45.336181: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2467.1184 - mean_squared_error: 2467.1184 - val_loss: 1175.1538 - val_mean_squared_error: 1175.1538
Epoch 2/25
81/81 [==============================] - 2s 21ms/step - loss: 275.0365 - mean_squared_error: 275.0365 - val_loss: 1693.6608 - val_mean_squared_error: 1693.6608
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 173.3109 - mean_squared_error: 173.3109 - val_loss: 2105.3730 - val_mean_squared_error: 2105.3730
Epoch 4/25
81/81 [==============================] - 1s 15ms/step - loss: 124.7192 - mean_squared_error: 124.7192 - val_loss: 2406.5820 - val_mean_squared_error: 2406.5820
Epoch 5/25
81/81 [==============================] - 1s 12ms/step - loss: 108.9712 - mean_squared_error: 108.9712 - val_loss: 2093.5259 - val_mean_squared_error: 2093.5259
Epoch 6/25
81/81 [==============================] - 1s 12ms/step - loss: 113.6986 - mean_squared_error: 113.6986 - val_loss: 2340.4636 - val_mean_squared_error: 2340.4636
Epoch 7/25
81/81 [==============================] - 1s 13ms/step - loss: 108.4682 - mean_squared_error: 108.4682 - val_loss: 2511.2539 - val_mean_squared_error: 2511.2539
Epoch 8/25
81/81 [==============================] - 1s 12ms/step - loss: 99.2936 - mean_squared_error: 99.2936 - val_loss: 2400.8040 - val_mean_squared_error: 2400.8040
Epoch 9/25
81/81 [==============================] - 1s 12ms/step - loss: 95.6284 - mean_squared_error: 95.6284 - val_loss: 2331.1799 - val_mean_squared_error: 2331.1799
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 96.1820 - mean_squared_error: 96.1820 - val_loss: 2369.7302 - val_mean_squared_error: 2369.7302
Epoch 11/25
81/81 [==============================] - 1s 12ms/step - loss: 93.7156 - mean_squared_error: 93.7156 - val_loss: 2283.6094 - val_mean_squared_error: 2283.6094
Epoch 12/25
81/81 [==============================] - 1s 11ms/step - loss: 95.3931 - mean_squared_error: 95.3931 - val_loss: 2252.9209 - val_mean_squared_error: 2252.9209
Epoch 13/25
81/81 [==============================] - 1s 11ms/step - loss: 98.0481 - mean_squared_error: 98.0481 - val_loss: 2129.7371 - val_mean_squared_error: 2129.7371
Epoch 14/25
81/81 [==============================] - 1s 11ms/step - loss: 95.3187 - mean_squared_error: 95.3187 - val_loss: 2115.1648 - val_mean_squared_error: 2115.1648
Epoch 15/25
81/81 [==============================] - 1s 12ms/step - loss: 89.2732 - mean_squared_error: 89.2732 - val_loss: 2141.4609 - val_mean_squared_error: 2141.4609
Epoch 16/25
81/81 [==============================] - 1s 11ms/step - loss: 93.5889 - mean_squared_error: 93.5889 - val_loss: 2059.5425 - val_mean_squared_error: 2059.5425
Epoch 17/25
81/81 [==============================] - 1s 11ms/step - loss: 87.0541 - mean_squared_error: 87.0541 - val_loss: 2062.2874 - val_mean_squared_error: 2062.2874
Epoch 18/25
81/81 [==============================] - 1s 11ms/step - loss: 91.7278 - mean_squared_error: 91.7278 - val_loss: 1810.8051 - val_mean_squared_error: 1810.8051
Epoch 19/25
81/81 [==============================] - 1s 11ms/step - loss: 89.0524 - mean_squared_error: 89.0524 - val_loss: 1936.4657 - val_mean_squared_error: 1936.4657
Epoch 20/25
81/81 [==============================] - 1s 10ms/step - loss: 88.0008 - mean_squared_error: 88.0008 - val_loss: 1885.5946 - val_mean_squared_error: 1885.5946
Epoch 21/25
81/81 [==============================] - 1s 11ms/step - loss: 90.5058 - mean_squared_error: 90.5058 - val_loss: 1619.3634 - val_mean_squared_error: 1619.3634
Epoch 22/25
81/81 [==============================] - 1s 10ms/step - loss: 83.8722 - mean_squared_error: 83.8722 - val_loss: 1709.2334 - val_mean_squared_error: 1709.2334
Epoch 23/25
81/81 [==============================] - 1s 10ms/step - loss: 79.9006 - mean_squared_error: 79.9006 - val_loss: 1655.7781 - val_mean_squared_error: 1655.7781
Epoch 24/25
81/81 [==============================] - 1s 11ms/step - loss: 85.8569 - mean_squared_error: 85.8569 - val_loss: 1301.9836 - val_mean_squared_error: 1301.9836
Epoch 25/25
81/81 [==============================] - 1s 10ms/step - loss: 84.1234 - mean_squared_error: 84.1234 - val_loss: 1407.3860 - val_mean_squared_error: 1407.3860
2022-12-09 12:42:09.160351: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 12:42:09.877859: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2372.9329 - mean_squared_error: 2372.9329
2022-12-09 12:42:15.337365: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 59ms/step - loss: 2372.9329 - mean_squared_error: 2372.9329 - val_loss: 1290.8181 - val_mean_squared_error: 1290.8181
Epoch 2/25
81/81 [==============================] - 1s 18ms/step - loss: 311.6895 - mean_squared_error: 311.6895 - val_loss: 1760.7146 - val_mean_squared_error: 1760.7146
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 221.7297 - mean_squared_error: 221.7297 - val_loss: 2226.7979 - val_mean_squared_error: 2226.7979
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 159.3977 - mean_squared_error: 159.3977 - val_loss: 2315.9104 - val_mean_squared_error: 2315.9104
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 150.3409 - mean_squared_error: 150.3409 - val_loss: 1899.8059 - val_mean_squared_error: 1899.8059
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 139.0098 - mean_squared_error: 139.0098 - val_loss: 2404.8398 - val_mean_squared_error: 2404.8398
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 129.5519 - mean_squared_error: 129.5519 - val_loss: 2367.0369 - val_mean_squared_error: 2367.0369
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 123.7588 - mean_squared_error: 123.7588 - val_loss: 2021.3376 - val_mean_squared_error: 2021.3376
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 127.1965 - mean_squared_error: 127.1965 - val_loss: 2324.8650 - val_mean_squared_error: 2324.8650
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 121.4505 - mean_squared_error: 121.4505 - val_loss: 2356.2573 - val_mean_squared_error: 2356.2573
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 124.1012 - mean_squared_error: 124.1012 - val_loss: 2043.5717 - val_mean_squared_error: 2043.5717
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 122.9040 - mean_squared_error: 122.9040 - val_loss: 2019.5828 - val_mean_squared_error: 2019.5828
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 119.7560 - mean_squared_error: 119.7560 - val_loss: 1858.7345 - val_mean_squared_error: 1858.7345
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 127.3193 - mean_squared_error: 127.3193 - val_loss: 1952.4003 - val_mean_squared_error: 1952.4003
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 119.4197 - mean_squared_error: 119.4197 - val_loss: 1679.2902 - val_mean_squared_error: 1679.2902
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 121.3133 - mean_squared_error: 121.3133 - val_loss: 1608.2656 - val_mean_squared_error: 1608.2656
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 120.5319 - mean_squared_error: 120.5319 - val_loss: 1800.7014 - val_mean_squared_error: 1800.7014
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 110.5015 - mean_squared_error: 110.5015 - val_loss: 1428.3903 - val_mean_squared_error: 1428.3901
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 112.0517 - mean_squared_error: 112.0517 - val_loss: 1465.2681 - val_mean_squared_error: 1465.2681
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 112.3563 - mean_squared_error: 112.3563 - val_loss: 1479.3993 - val_mean_squared_error: 1479.3993
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 113.2491 - mean_squared_error: 113.2491 - val_loss: 1433.3789 - val_mean_squared_error: 1433.3789
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 107.8632 - mean_squared_error: 107.8632 - val_loss: 1085.2872 - val_mean_squared_error: 1085.2872
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 111.3034 - mean_squared_error: 111.3034 - val_loss: 1305.1233 - val_mean_squared_error: 1305.1233
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 102.5374 - mean_squared_error: 102.5374 - val_loss: 1093.0187 - val_mean_squared_error: 1093.0187
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 105.6713 - mean_squared_error: 105.6713 - val_loss: 1235.4064 - val_mean_squared_error: 1235.4064
2022-12-09 12:42:33.988869: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0010147286674567926
Generation:  45
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:42:34.693933: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2472.6565 - mean_squared_error: 2472.6565
2022-12-09 12:42:40.184014: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 59ms/step - loss: 2472.6565 - mean_squared_error: 2472.6565 - val_loss: 1240.1306 - val_mean_squared_error: 1240.1306
Epoch 2/25
81/81 [==============================] - 2s 19ms/step - loss: 327.0876 - mean_squared_error: 327.0876 - val_loss: 1974.4940 - val_mean_squared_error: 1974.4939
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 224.2857 - mean_squared_error: 224.2857 - val_loss: 2338.8467 - val_mean_squared_error: 2338.8467
Epoch 4/25
81/81 [==============================] - 1s 13ms/step - loss: 168.2781 - mean_squared_error: 168.2781 - val_loss: 2454.7371 - val_mean_squared_error: 2454.7371
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 139.8852 - mean_squared_error: 139.8852 - val_loss: 2589.0940 - val_mean_squared_error: 2589.0940
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 137.9152 - mean_squared_error: 137.9152 - val_loss: 2562.0300 - val_mean_squared_error: 2562.0300
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 136.8913 - mean_squared_error: 136.8913 - val_loss: 2324.5842 - val_mean_squared_error: 2324.5842
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 138.5154 - mean_squared_error: 138.5154 - val_loss: 2433.5859 - val_mean_squared_error: 2433.5859
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 131.7944 - mean_squared_error: 131.7944 - val_loss: 2311.3232 - val_mean_squared_error: 2311.3232
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 129.5185 - mean_squared_error: 129.5185 - val_loss: 2095.6973 - val_mean_squared_error: 2095.6973
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 126.6089 - mean_squared_error: 126.6089 - val_loss: 2088.6304 - val_mean_squared_error: 2088.6304
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 123.3220 - mean_squared_error: 123.3220 - val_loss: 2236.0393 - val_mean_squared_error: 2236.0393
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 123.9596 - mean_squared_error: 123.9596 - val_loss: 1961.3151 - val_mean_squared_error: 1961.3149
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 119.2560 - mean_squared_error: 119.2560 - val_loss: 1786.3264 - val_mean_squared_error: 1786.3264
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 121.4186 - mean_squared_error: 121.4186 - val_loss: 1797.8805 - val_mean_squared_error: 1797.8805
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 113.1845 - mean_squared_error: 113.1845 - val_loss: 1551.4684 - val_mean_squared_error: 1551.4684
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 107.7713 - mean_squared_error: 107.7713 - val_loss: 1478.6937 - val_mean_squared_error: 1478.6937
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 110.8309 - mean_squared_error: 110.8309 - val_loss: 1573.8856 - val_mean_squared_error: 1573.8856
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 110.3325 - mean_squared_error: 110.3325 - val_loss: 1162.8967 - val_mean_squared_error: 1162.8967
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 102.0888 - mean_squared_error: 102.0888 - val_loss: 1513.4065 - val_mean_squared_error: 1513.4065
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 99.1957 - mean_squared_error: 99.1957 - val_loss: 1521.5636 - val_mean_squared_error: 1521.5636
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 98.3884 - mean_squared_error: 98.3884 - val_loss: 1041.5479 - val_mean_squared_error: 1041.5479
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 91.3049 - mean_squared_error: 91.3049 - val_loss: 1239.4296 - val_mean_squared_error: 1239.4296
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 95.3667 - mean_squared_error: 95.3667 - val_loss: 1588.4614 - val_mean_squared_error: 1588.4614
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 95.5839 - mean_squared_error: 95.5839 - val_loss: 1043.4596 - val_mean_squared_error: 1043.4596
2022-12-09 12:42:59.715689: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 12:43:00.471087: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2482.3594 - mean_squared_error: 2482.3594
2022-12-09 12:43:05.623532: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 55ms/step - loss: 2482.3594 - mean_squared_error: 2482.3594 - val_loss: 1206.1221 - val_mean_squared_error: 1206.1221
Epoch 2/25
81/81 [==============================] - 1s 16ms/step - loss: 303.9889 - mean_squared_error: 303.9889 - val_loss: 1901.6302 - val_mean_squared_error: 1901.6302
Epoch 3/25
81/81 [==============================] - 1s 9ms/step - loss: 210.4886 - mean_squared_error: 210.4886 - val_loss: 2222.3188 - val_mean_squared_error: 2222.3186
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 163.4647 - mean_squared_error: 163.4647 - val_loss: 2560.1199 - val_mean_squared_error: 2560.1199
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 145.8384 - mean_squared_error: 145.8384 - val_loss: 2476.1499 - val_mean_squared_error: 2476.1499
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 135.2788 - mean_squared_error: 135.2788 - val_loss: 2659.4839 - val_mean_squared_error: 2659.4839
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 133.1281 - mean_squared_error: 133.1281 - val_loss: 2607.5542 - val_mean_squared_error: 2607.5542
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 122.2177 - mean_squared_error: 122.2177 - val_loss: 2436.8440 - val_mean_squared_error: 2436.8440
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 127.9147 - mean_squared_error: 127.9147 - val_loss: 2652.2544 - val_mean_squared_error: 2652.2544
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 119.1945 - mean_squared_error: 119.1945 - val_loss: 2430.7791 - val_mean_squared_error: 2430.7791
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 128.4696 - mean_squared_error: 128.4696 - val_loss: 2587.9512 - val_mean_squared_error: 2587.9512
Epoch 12/25
81/81 [==============================] - 1s 11ms/step - loss: 119.0716 - mean_squared_error: 119.0716 - val_loss: 2515.2744 - val_mean_squared_error: 2515.2744
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 130.8630 - mean_squared_error: 130.8630 - val_loss: 2288.7529 - val_mean_squared_error: 2288.7529
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 117.6097 - mean_squared_error: 117.6097 - val_loss: 2302.6953 - val_mean_squared_error: 2302.6953
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 117.2459 - mean_squared_error: 117.2459 - val_loss: 2255.1025 - val_mean_squared_error: 2255.1025
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 126.6104 - mean_squared_error: 126.6104 - val_loss: 2007.1866 - val_mean_squared_error: 2007.1866
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 111.3251 - mean_squared_error: 111.3251 - val_loss: 2040.2390 - val_mean_squared_error: 2040.2390
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 114.8515 - mean_squared_error: 114.8515 - val_loss: 1851.6565 - val_mean_squared_error: 1851.6565
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 110.1514 - mean_squared_error: 110.1514 - val_loss: 1829.4711 - val_mean_squared_error: 1829.4711
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 113.7460 - mean_squared_error: 113.7460 - val_loss: 1775.3435 - val_mean_squared_error: 1775.3435
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 106.2471 - mean_squared_error: 106.2471 - val_loss: 1807.9521 - val_mean_squared_error: 1807.9521
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 106.6302 - mean_squared_error: 106.6302 - val_loss: 1474.9414 - val_mean_squared_error: 1474.9414
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 101.2585 - mean_squared_error: 101.2585 - val_loss: 1551.7390 - val_mean_squared_error: 1551.7390
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 96.2095 - mean_squared_error: 96.2095 - val_loss: 1452.5769 - val_mean_squared_error: 1452.5769
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 100.0883 - mean_squared_error: 100.0883 - val_loss: 1503.8044 - val_mean_squared_error: 1503.8044
2022-12-09 12:43:24.618103: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 12:43:25.387947: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2475.1062 - mean_squared_error: 2475.1062
2022-12-09 12:43:30.941744: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2475.1062 - mean_squared_error: 2475.1062 - val_loss: 1316.6536 - val_mean_squared_error: 1316.6536
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 261.8635 - mean_squared_error: 261.8635 - val_loss: 2096.6326 - val_mean_squared_error: 2096.6326
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 169.8069 - mean_squared_error: 169.8069 - val_loss: 2702.2236 - val_mean_squared_error: 2702.2236
Epoch 4/25
81/81 [==============================] - 1s 17ms/step - loss: 136.0323 - mean_squared_error: 136.0323 - val_loss: 2674.3882 - val_mean_squared_error: 2674.3882
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 119.5270 - mean_squared_error: 119.5270 - val_loss: 2805.7771 - val_mean_squared_error: 2805.7771
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 112.1819 - mean_squared_error: 112.1819 - val_loss: 2804.9529 - val_mean_squared_error: 2804.9529
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 103.0462 - mean_squared_error: 103.0462 - val_loss: 2857.0732 - val_mean_squared_error: 2857.0732
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 108.8216 - mean_squared_error: 108.8216 - val_loss: 2883.2339 - val_mean_squared_error: 2883.2339
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 99.0294 - mean_squared_error: 99.0294 - val_loss: 2707.5107 - val_mean_squared_error: 2707.5107
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 96.6733 - mean_squared_error: 96.6733 - val_loss: 2708.6233 - val_mean_squared_error: 2708.6230
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 99.9578 - mean_squared_error: 99.9578 - val_loss: 2729.2415 - val_mean_squared_error: 2729.2415
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 93.9601 - mean_squared_error: 93.9601 - val_loss: 2671.0144 - val_mean_squared_error: 2671.0144
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 91.1644 - mean_squared_error: 91.1644 - val_loss: 2471.7583 - val_mean_squared_error: 2471.7583
Epoch 14/25
81/81 [==============================] - 1s 17ms/step - loss: 98.8837 - mean_squared_error: 98.8837 - val_loss: 2399.8716 - val_mean_squared_error: 2399.8716
Epoch 15/25
81/81 [==============================] - 1s 10ms/step - loss: 94.3153 - mean_squared_error: 94.3153 - val_loss: 2360.5625 - val_mean_squared_error: 2360.5625
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 93.6365 - mean_squared_error: 93.6365 - val_loss: 2387.5776 - val_mean_squared_error: 2387.5776
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 90.6084 - mean_squared_error: 90.6084 - val_loss: 2284.2534 - val_mean_squared_error: 2284.2534
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 84.4820 - mean_squared_error: 84.4820 - val_loss: 2362.6482 - val_mean_squared_error: 2362.6482
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 82.3496 - mean_squared_error: 82.3496 - val_loss: 2318.3582 - val_mean_squared_error: 2318.3579
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 84.5755 - mean_squared_error: 84.5755 - val_loss: 2147.2617 - val_mean_squared_error: 2147.2617
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 82.9320 - mean_squared_error: 82.9320 - val_loss: 1993.2683 - val_mean_squared_error: 1993.2683
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 83.0480 - mean_squared_error: 83.0480 - val_loss: 2076.3535 - val_mean_squared_error: 2076.3535
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 88.9890 - mean_squared_error: 88.9890 - val_loss: 2138.3247 - val_mean_squared_error: 2138.3247
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 75.1657 - mean_squared_error: 75.1657 - val_loss: 1987.2347 - val_mean_squared_error: 1987.2347
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 80.3781 - mean_squared_error: 80.3781 - val_loss: 1963.3339 - val_mean_squared_error: 1963.3339
2022-12-09 12:43:51.020034: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:43:51.792041: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2424.7949 - mean_squared_error: 2424.7949
2022-12-09 12:43:57.534527: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2424.7949 - mean_squared_error: 2424.7949 - val_loss: 1241.1075 - val_mean_squared_error: 1241.1075
Epoch 2/25
81/81 [==============================] - 1s 17ms/step - loss: 333.7701 - mean_squared_error: 333.7701 - val_loss: 1941.1377 - val_mean_squared_error: 1941.1377
Epoch 3/25
81/81 [==============================] - 2s 21ms/step - loss: 227.3976 - mean_squared_error: 227.3976 - val_loss: 2334.9102 - val_mean_squared_error: 2334.9102
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 161.5952 - mean_squared_error: 161.5952 - val_loss: 2423.4324 - val_mean_squared_error: 2423.4324
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 144.4241 - mean_squared_error: 144.4241 - val_loss: 2625.6960 - val_mean_squared_error: 2625.6960
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 129.1680 - mean_squared_error: 129.1680 - val_loss: 2609.5803 - val_mean_squared_error: 2609.5803
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 134.9290 - mean_squared_error: 134.9290 - val_loss: 2643.8857 - val_mean_squared_error: 2643.8857
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 126.2042 - mean_squared_error: 126.2042 - val_loss: 2647.7727 - val_mean_squared_error: 2647.7727
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 125.2280 - mean_squared_error: 125.2280 - val_loss: 2613.4229 - val_mean_squared_error: 2613.4229
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 118.8881 - mean_squared_error: 118.8881 - val_loss: 2593.2139 - val_mean_squared_error: 2593.2139
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 119.6268 - mean_squared_error: 119.6268 - val_loss: 2696.8191 - val_mean_squared_error: 2696.8191
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 116.8848 - mean_squared_error: 116.8848 - val_loss: 2621.8650 - val_mean_squared_error: 2621.8650
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 124.5237 - mean_squared_error: 124.5237 - val_loss: 2485.7615 - val_mean_squared_error: 2485.7615
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 116.0052 - mean_squared_error: 116.0052 - val_loss: 2580.3406 - val_mean_squared_error: 2580.3406
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 105.9506 - mean_squared_error: 105.9506 - val_loss: 2660.3533 - val_mean_squared_error: 2660.3533
Epoch 16/25
81/81 [==============================] - 1s 10ms/step - loss: 109.0701 - mean_squared_error: 109.0701 - val_loss: 2695.3101 - val_mean_squared_error: 2695.3101
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 110.0971 - mean_squared_error: 110.0971 - val_loss: 2609.7561 - val_mean_squared_error: 2609.7561
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 106.6325 - mean_squared_error: 106.6325 - val_loss: 2295.3621 - val_mean_squared_error: 2295.3621
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 96.0911 - mean_squared_error: 96.0911 - val_loss: 2451.7576 - val_mean_squared_error: 2451.7576
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 98.6138 - mean_squared_error: 98.6138 - val_loss: 2637.6882 - val_mean_squared_error: 2637.6882
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 99.8921 - mean_squared_error: 99.8921 - val_loss: 2550.2327 - val_mean_squared_error: 2550.2327
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 93.4898 - mean_squared_error: 93.4898 - val_loss: 2497.3486 - val_mean_squared_error: 2497.3484
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 86.5348 - mean_squared_error: 86.5348 - val_loss: 2299.1960 - val_mean_squared_error: 2299.1960
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 89.4669 - mean_squared_error: 89.4669 - val_loss: 2450.7141 - val_mean_squared_error: 2450.7141
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 84.1415 - mean_squared_error: 84.1415 - val_loss: 2658.6785 - val_mean_squared_error: 2658.6785
2022-12-09 12:44:17.239419: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 39)
(286, 39)
Epoch 1/25
2022-12-09 12:44:17.998492: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2434.0593 - mean_squared_error: 2434.0593
2022-12-09 12:44:24.126073: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 67ms/step - loss: 2434.0593 - mean_squared_error: 2434.0593 - val_loss: 1086.0233 - val_mean_squared_error: 1086.0233
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 205.7643 - mean_squared_error: 205.7643 - val_loss: 1283.3822 - val_mean_squared_error: 1283.3822
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 99.0602 - mean_squared_error: 99.0602 - val_loss: 1593.6754 - val_mean_squared_error: 1593.6754
Epoch 4/25
81/81 [==============================] - 1s 13ms/step - loss: 61.8524 - mean_squared_error: 61.8524 - val_loss: 2033.2509 - val_mean_squared_error: 2033.2509
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 58.7255 - mean_squared_error: 58.7255 - val_loss: 2125.4099 - val_mean_squared_error: 2125.4099
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 61.5732 - mean_squared_error: 61.5732 - val_loss: 2232.4570 - val_mean_squared_error: 2232.4570
Epoch 7/25
81/81 [==============================] - 1s 12ms/step - loss: 57.1919 - mean_squared_error: 57.1919 - val_loss: 2318.7190 - val_mean_squared_error: 2318.7190
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 47.7499 - mean_squared_error: 47.7499 - val_loss: 2255.6382 - val_mean_squared_error: 2255.6382
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 48.1916 - mean_squared_error: 48.1916 - val_loss: 2110.2756 - val_mean_squared_error: 2110.2756
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 40.7774 - mean_squared_error: 40.7774 - val_loss: 2122.1797 - val_mean_squared_error: 2122.1797
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 41.4396 - mean_squared_error: 41.4396 - val_loss: 2204.8132 - val_mean_squared_error: 2204.8132
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 40.1315 - mean_squared_error: 40.1315 - val_loss: 1721.3147 - val_mean_squared_error: 1721.3147
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 36.1547 - mean_squared_error: 36.1547 - val_loss: 2051.1030 - val_mean_squared_error: 2051.1030
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 50.4729 - mean_squared_error: 50.4729 - val_loss: 2180.2654 - val_mean_squared_error: 2180.2654
Epoch 15/25
81/81 [==============================] - 1s 10ms/step - loss: 35.4604 - mean_squared_error: 35.4604 - val_loss: 2030.0061 - val_mean_squared_error: 2030.0059
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 38.1932 - mean_squared_error: 38.1932 - val_loss: 2111.5188 - val_mean_squared_error: 2111.5188
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 41.2893 - mean_squared_error: 41.2893 - val_loss: 1935.0415 - val_mean_squared_error: 1935.0415
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 36.1626 - mean_squared_error: 36.1626 - val_loss: 1865.8123 - val_mean_squared_error: 1865.8123
Epoch 19/25
81/81 [==============================] - 1s 14ms/step - loss: 33.2950 - mean_squared_error: 33.2950 - val_loss: 2055.2676 - val_mean_squared_error: 2055.2676
Epoch 20/25
81/81 [==============================] - 1s 11ms/step - loss: 33.6364 - mean_squared_error: 33.6364 - val_loss: 1710.3040 - val_mean_squared_error: 1710.3040
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 35.6348 - mean_squared_error: 35.6348 - val_loss: 1802.0487 - val_mean_squared_error: 1802.0487
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 40.8552 - mean_squared_error: 40.8552 - val_loss: 2020.3407 - val_mean_squared_error: 2020.3407
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 44.3761 - mean_squared_error: 44.3761 - val_loss: 1748.2146 - val_mean_squared_error: 1748.2146
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 35.4887 - mean_squared_error: 35.4887 - val_loss: 1862.9305 - val_mean_squared_error: 1862.9305
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 35.3682 - mean_squared_error: 35.3682 - val_loss: 1738.3147 - val_mean_squared_error: 1738.3147
2022-12-09 12:44:43.598287: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0009506236114303803
Generation:  46
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 ...
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:44:44.358854: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2491.0327 - mean_squared_error: 2491.0327
2022-12-09 12:44:49.902968: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2491.0327 - mean_squared_error: 2491.0327 - val_loss: 1131.7545 - val_mean_squared_error: 1131.7545
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 329.3174 - mean_squared_error: 329.3174 - val_loss: 1963.6357 - val_mean_squared_error: 1963.6357
Epoch 3/25
81/81 [==============================] - 1s 17ms/step - loss: 226.1411 - mean_squared_error: 226.1411 - val_loss: 2364.0750 - val_mean_squared_error: 2364.0750
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 166.6924 - mean_squared_error: 166.6924 - val_loss: 2461.8020 - val_mean_squared_error: 2461.8020
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 148.9628 - mean_squared_error: 148.9628 - val_loss: 2309.3625 - val_mean_squared_error: 2309.3625
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 138.7456 - mean_squared_error: 138.7456 - val_loss: 2303.6489 - val_mean_squared_error: 2303.6489
Epoch 7/25
81/81 [==============================] - 1s 15ms/step - loss: 140.8858 - mean_squared_error: 140.8858 - val_loss: 2377.5007 - val_mean_squared_error: 2377.5007
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 143.8985 - mean_squared_error: 143.8985 - val_loss: 2236.9529 - val_mean_squared_error: 2236.9529
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 129.3603 - mean_squared_error: 129.3603 - val_loss: 2202.8887 - val_mean_squared_error: 2202.8887
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 121.8253 - mean_squared_error: 121.8253 - val_loss: 2204.1445 - val_mean_squared_error: 2204.1445
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 126.4622 - mean_squared_error: 126.4622 - val_loss: 2046.4135 - val_mean_squared_error: 2046.4135
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 121.8030 - mean_squared_error: 121.8030 - val_loss: 1997.0066 - val_mean_squared_error: 1997.0066
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 123.5908 - mean_squared_error: 123.5908 - val_loss: 1871.6676 - val_mean_squared_error: 1871.6676
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 121.3763 - mean_squared_error: 121.3763 - val_loss: 1900.7290 - val_mean_squared_error: 1900.7290
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 110.9289 - mean_squared_error: 110.9289 - val_loss: 1916.2386 - val_mean_squared_error: 1916.2386
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 106.2967 - mean_squared_error: 106.2967 - val_loss: 1613.5675 - val_mean_squared_error: 1613.5675
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 114.8864 - mean_squared_error: 114.8864 - val_loss: 1700.1215 - val_mean_squared_error: 1700.1213
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 114.1190 - mean_squared_error: 114.1190 - val_loss: 1801.8810 - val_mean_squared_error: 1801.8810
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 104.5291 - mean_squared_error: 104.5291 - val_loss: 1665.1702 - val_mean_squared_error: 1665.1702
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 106.0671 - mean_squared_error: 106.0671 - val_loss: 1249.3798 - val_mean_squared_error: 1249.3798
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 96.8648 - mean_squared_error: 96.8648 - val_loss: 1283.4355 - val_mean_squared_error: 1283.4355
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 94.4457 - mean_squared_error: 94.4457 - val_loss: 1441.2186 - val_mean_squared_error: 1441.2186
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 94.1116 - mean_squared_error: 94.1116 - val_loss: 1517.9659 - val_mean_squared_error: 1517.9659
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 89.9937 - mean_squared_error: 89.9937 - val_loss: 995.3007 - val_mean_squared_error: 995.3007
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 90.8710 - mean_squared_error: 90.8710 - val_loss: 1199.5898 - val_mean_squared_error: 1199.5898
2022-12-09 12:45:09.500265: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.6737802  0.15281651 0.44309554 ... 0.         0.         0.        ]
 [0.65978331 0.18600112 0.44272007 ... 0.         0.         0.        ]
 ...
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 12:45:10.207420: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2467.8833 - mean_squared_error: 2467.8833
2022-12-09 12:45:15.781497: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2467.8833 - mean_squared_error: 2467.8833 - val_loss: 1118.9331 - val_mean_squared_error: 1118.9331
Epoch 2/25
81/81 [==============================] - 2s 19ms/step - loss: 296.5726 - mean_squared_error: 296.5726 - val_loss: 1502.2084 - val_mean_squared_error: 1502.2084
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 214.0442 - mean_squared_error: 214.0442 - val_loss: 1972.6704 - val_mean_squared_error: 1972.6704
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 164.3086 - mean_squared_error: 164.3086 - val_loss: 2034.1486 - val_mean_squared_error: 2034.1486
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 144.9706 - mean_squared_error: 144.9706 - val_loss: 2003.4336 - val_mean_squared_error: 2003.4336
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 136.4028 - mean_squared_error: 136.4028 - val_loss: 2175.4902 - val_mean_squared_error: 2175.4902
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 129.3380 - mean_squared_error: 129.3380 - val_loss: 2372.6570 - val_mean_squared_error: 2372.6570
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 126.5216 - mean_squared_error: 126.5216 - val_loss: 2239.5781 - val_mean_squared_error: 2239.5781
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 123.5770 - mean_squared_error: 123.5770 - val_loss: 2179.3264 - val_mean_squared_error: 2179.3264
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 126.7464 - mean_squared_error: 126.7464 - val_loss: 2123.7588 - val_mean_squared_error: 2123.7588
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 124.1682 - mean_squared_error: 124.1682 - val_loss: 1835.5037 - val_mean_squared_error: 1835.5037
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 122.8214 - mean_squared_error: 122.8214 - val_loss: 2049.2122 - val_mean_squared_error: 2049.2122
Epoch 13/25
81/81 [==============================] - 1s 16ms/step - loss: 118.0022 - mean_squared_error: 118.0022 - val_loss: 1835.9637 - val_mean_squared_error: 1835.9637
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 118.6239 - mean_squared_error: 118.6239 - val_loss: 1636.4978 - val_mean_squared_error: 1636.4978
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 116.0946 - mean_squared_error: 116.0946 - val_loss: 1758.2605 - val_mean_squared_error: 1758.2605
Epoch 16/25
81/81 [==============================] - 1s 10ms/step - loss: 116.9115 - mean_squared_error: 116.9115 - val_loss: 1769.7778 - val_mean_squared_error: 1769.7778
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 113.9755 - mean_squared_error: 113.9755 - val_loss: 1617.1381 - val_mean_squared_error: 1617.1381
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 114.2944 - mean_squared_error: 114.2944 - val_loss: 1569.4058 - val_mean_squared_error: 1569.4058
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 111.3283 - mean_squared_error: 111.3283 - val_loss: 1649.6852 - val_mean_squared_error: 1649.6852
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 108.3611 - mean_squared_error: 108.3611 - val_loss: 1398.2830 - val_mean_squared_error: 1398.2830
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 107.6753 - mean_squared_error: 107.6753 - val_loss: 1454.3479 - val_mean_squared_error: 1454.3479
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 109.6168 - mean_squared_error: 109.6168 - val_loss: 1132.7928 - val_mean_squared_error: 1132.7928
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 102.0881 - mean_squared_error: 102.0881 - val_loss: 1198.5381 - val_mean_squared_error: 1198.5381
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 106.3029 - mean_squared_error: 106.3029 - val_loss: 1237.6903 - val_mean_squared_error: 1237.6903
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 89.5503 - mean_squared_error: 89.5503 - val_loss: 1023.7676 - val_mean_squared_error: 1023.7676
2022-12-09 12:45:35.542623: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.25436535 ... 0.         0.         0.        ]
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 ...
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(2577, 39)
(286, 39)
Epoch 1/25
2022-12-09 12:45:41.799744: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2423.8638 - mean_squared_error: 2423.8638
2022-12-09 12:45:47.406556: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 58ms/step - loss: 2423.8638 - mean_squared_error: 2423.8638 - val_loss: 1104.9967 - val_mean_squared_error: 1104.9967
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 213.8037 - mean_squared_error: 213.8037 - val_loss: 1558.9658 - val_mean_squared_error: 1558.9658
Epoch 3/25
81/81 [==============================] - 2s 20ms/step - loss: 99.0106 - mean_squared_error: 99.0106 - val_loss: 1901.1652 - val_mean_squared_error: 1901.1652
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 67.9584 - mean_squared_error: 67.9584 - val_loss: 2268.6829 - val_mean_squared_error: 2268.6829
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 63.6708 - mean_squared_error: 63.6708 - val_loss: 2376.1423 - val_mean_squared_error: 2376.1423
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 54.9613 - mean_squared_error: 54.9613 - val_loss: 2732.5459 - val_mean_squared_error: 2732.5459
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 50.3932 - mean_squared_error: 50.3932 - val_loss: 2726.0049 - val_mean_squared_error: 2726.0049
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 45.5396 - mean_squared_error: 45.5396 - val_loss: 2708.8760 - val_mean_squared_error: 2708.8760
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 40.4821 - mean_squared_error: 40.4821 - val_loss: 2622.4463 - val_mean_squared_error: 2622.4463
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 41.4975 - mean_squared_error: 41.4975 - val_loss: 2604.8838 - val_mean_squared_error: 2604.8838
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 48.2259 - mean_squared_error: 48.2259 - val_loss: 2632.1738 - val_mean_squared_error: 2632.1738
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 32.4258 - mean_squared_error: 32.4258 - val_loss: 2500.2432 - val_mean_squared_error: 2500.2432
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 35.2287 - mean_squared_error: 35.2287 - val_loss: 2702.1184 - val_mean_squared_error: 2702.1184
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 41.2954 - mean_squared_error: 41.2954 - val_loss: 2659.6257 - val_mean_squared_error: 2659.6257
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 45.7570 - mean_squared_error: 45.7570 - val_loss: 2688.3511 - val_mean_squared_error: 2688.3511
Epoch 16/25
81/81 [==============================] - 1s 14ms/step - loss: 37.6262 - mean_squared_error: 37.6262 - val_loss: 2435.9233 - val_mean_squared_error: 2435.9233
Epoch 17/25
81/81 [==============================] - 1s 10ms/step - loss: 34.7884 - mean_squared_error: 34.7884 - val_loss: 2682.4885 - val_mean_squared_error: 2682.4885
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 41.3078 - mean_squared_error: 41.3078 - val_loss: 2663.2312 - val_mean_squared_error: 2663.2312
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 37.5069 - mean_squared_error: 37.5069 - val_loss: 2456.9338 - val_mean_squared_error: 2456.9338
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 38.0164 - mean_squared_error: 38.0164 - val_loss: 2453.1206 - val_mean_squared_error: 2453.1206
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 38.1128 - mean_squared_error: 38.1128 - val_loss: 2473.8464 - val_mean_squared_error: 2473.8464
Epoch 22/25
81/81 [==============================] - 1s 10ms/step - loss: 40.8920 - mean_squared_error: 40.8920 - val_loss: 2506.3103 - val_mean_squared_error: 2506.3103
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 34.9514 - mean_squared_error: 34.9514 - val_loss: 2536.5610 - val_mean_squared_error: 2536.5610
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 40.8746 - mean_squared_error: 40.8746 - val_loss: 2602.2156 - val_mean_squared_error: 2602.2153
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 35.8297 - mean_squared_error: 35.8297 - val_loss: 2284.9121 - val_mean_squared_error: 2284.9121
2022-12-09 12:46:07.270912: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 ...
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 [1.         0.07306191 0.76512307 ... 0.         0.         0.        ]
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 12:46:07.980630: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2420.1648 - mean_squared_error: 2420.1648
2022-12-09 12:46:13.303825: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2420.1648 - mean_squared_error: 2420.1648 - val_loss: 1367.7775 - val_mean_squared_error: 1367.7775
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 264.9073 - mean_squared_error: 264.9073 - val_loss: 2100.0913 - val_mean_squared_error: 2100.0913
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 161.1440 - mean_squared_error: 161.1440 - val_loss: 2403.5991 - val_mean_squared_error: 2403.5991
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 121.4537 - mean_squared_error: 121.4537 - val_loss: 2608.9446 - val_mean_squared_error: 2608.9446
Epoch 5/25
81/81 [==============================] - 1s 12ms/step - loss: 111.3115 - mean_squared_error: 111.3115 - val_loss: 2641.5435 - val_mean_squared_error: 2641.5432
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 108.8393 - mean_squared_error: 108.8393 - val_loss: 2697.4963 - val_mean_squared_error: 2697.4963
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 105.7044 - mean_squared_error: 105.7044 - val_loss: 2496.8633 - val_mean_squared_error: 2496.8633
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 103.8033 - mean_squared_error: 103.8033 - val_loss: 2572.3586 - val_mean_squared_error: 2572.3586
Epoch 9/25
81/81 [==============================] - 1s 11ms/step - loss: 101.0044 - mean_squared_error: 101.0044 - val_loss: 2495.2722 - val_mean_squared_error: 2495.2722
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 99.0589 - mean_squared_error: 99.0589 - val_loss: 2468.0159 - val_mean_squared_error: 2468.0159
Epoch 11/25
81/81 [==============================] - 1s 15ms/step - loss: 98.1290 - mean_squared_error: 98.1290 - val_loss: 2447.9424 - val_mean_squared_error: 2447.9424
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 98.5941 - mean_squared_error: 98.5941 - val_loss: 2502.6604 - val_mean_squared_error: 2502.6604
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 94.0624 - mean_squared_error: 94.0624 - val_loss: 2327.4126 - val_mean_squared_error: 2327.4126
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 93.6065 - mean_squared_error: 93.6065 - val_loss: 2324.2336 - val_mean_squared_error: 2324.2336
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 96.5133 - mean_squared_error: 96.5133 - val_loss: 2262.7163 - val_mean_squared_error: 2262.7163
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 89.6368 - mean_squared_error: 89.6368 - val_loss: 2218.3694 - val_mean_squared_error: 2218.3694
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 80.4162 - mean_squared_error: 80.4162 - val_loss: 2027.6079 - val_mean_squared_error: 2027.6079
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 86.1131 - mean_squared_error: 86.1131 - val_loss: 1872.1389 - val_mean_squared_error: 1872.1389
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 86.2385 - mean_squared_error: 86.2385 - val_loss: 2091.5669 - val_mean_squared_error: 2091.5669
Epoch 20/25
81/81 [==============================] - 1s 10ms/step - loss: 78.9943 - mean_squared_error: 78.9943 - val_loss: 1875.4945 - val_mean_squared_error: 1875.4945
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 81.1731 - mean_squared_error: 81.1731 - val_loss: 1821.0813 - val_mean_squared_error: 1821.0813
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 87.6356 - mean_squared_error: 87.6356 - val_loss: 1799.8429 - val_mean_squared_error: 1799.8429
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 81.7603 - mean_squared_error: 81.7603 - val_loss: 1783.1949 - val_mean_squared_error: 1783.1949
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 77.3177 - mean_squared_error: 77.3177 - val_loss: 1846.2786 - val_mean_squared_error: 1846.2786
Epoch 25/25
81/81 [==============================] - 1s 10ms/step - loss: 76.6861 - mean_squared_error: 76.6861 - val_loss: 1706.0146 - val_mean_squared_error: 1706.0146
2022-12-09 12:46:32.815610: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.12548801 ... 0.         0.         0.        ]
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 ...
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(2577, 39)
(286, 39)
Epoch 1/25
2022-12-09 12:46:33.482170: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2479.4426 - mean_squared_error: 2479.4426
2022-12-09 12:46:39.184113: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 64ms/step - loss: 2479.4426 - mean_squared_error: 2479.4426 - val_loss: 1042.1377 - val_mean_squared_error: 1042.1377
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 328.5026 - mean_squared_error: 328.5026 - val_loss: 1743.4382 - val_mean_squared_error: 1743.4381
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 231.3722 - mean_squared_error: 231.3722 - val_loss: 2207.5603 - val_mean_squared_error: 2207.5603
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 172.7437 - mean_squared_error: 172.7437 - val_loss: 2083.6384 - val_mean_squared_error: 2083.6384
Epoch 5/25
81/81 [==============================] - 1s 8ms/step - loss: 144.1144 - mean_squared_error: 144.1144 - val_loss: 1927.0795 - val_mean_squared_error: 1927.0795
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 135.2926 - mean_squared_error: 135.2926 - val_loss: 1629.9034 - val_mean_squared_error: 1629.9034
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 143.6160 - mean_squared_error: 143.6160 - val_loss: 1721.5283 - val_mean_squared_error: 1721.5283
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 129.8611 - mean_squared_error: 129.8611 - val_loss: 1994.4991 - val_mean_squared_error: 1994.4991
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 133.3616 - mean_squared_error: 133.3616 - val_loss: 1780.8824 - val_mean_squared_error: 1780.8824
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 126.1063 - mean_squared_error: 126.1063 - val_loss: 2201.0347 - val_mean_squared_error: 2201.0347
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 122.5820 - mean_squared_error: 122.5820 - val_loss: 1794.3162 - val_mean_squared_error: 1794.3162
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 121.8207 - mean_squared_error: 121.8207 - val_loss: 1880.9774 - val_mean_squared_error: 1880.9774
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 114.9076 - mean_squared_error: 114.9076 - val_loss: 1749.8883 - val_mean_squared_error: 1749.8883
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 120.0932 - mean_squared_error: 120.0932 - val_loss: 1544.4917 - val_mean_squared_error: 1544.4917
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 111.7857 - mean_squared_error: 111.7857 - val_loss: 1565.5386 - val_mean_squared_error: 1565.5386
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 110.0302 - mean_squared_error: 110.0302 - val_loss: 1629.9146 - val_mean_squared_error: 1629.9146
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 121.0166 - mean_squared_error: 121.0166 - val_loss: 1560.2346 - val_mean_squared_error: 1560.2346
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 112.6847 - mean_squared_error: 112.6847 - val_loss: 1343.6095 - val_mean_squared_error: 1343.6095
Epoch 19/25
81/81 [==============================] - 1s 10ms/step - loss: 105.3320 - mean_squared_error: 105.3320 - val_loss: 1316.6962 - val_mean_squared_error: 1316.6962
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 108.9571 - mean_squared_error: 108.9571 - val_loss: 998.8496 - val_mean_squared_error: 998.8496
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 100.1897 - mean_squared_error: 100.1897 - val_loss: 963.4318 - val_mean_squared_error: 963.4318
Epoch 22/25
81/81 [==============================] - 1s 14ms/step - loss: 106.7299 - mean_squared_error: 106.7299 - val_loss: 1358.0509 - val_mean_squared_error: 1358.0509
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 101.0999 - mean_squared_error: 101.0999 - val_loss: 1071.0957 - val_mean_squared_error: 1071.0957
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 99.6917 - mean_squared_error: 99.6917 - val_loss: 920.9104 - val_mean_squared_error: 920.9104
Epoch 25/25
81/81 [==============================] - 1s 11ms/step - loss: 91.5947 - mean_squared_error: 91.5947 - val_loss: 768.5043 - val_mean_squared_error: 768.5043
2022-12-09 12:46:58.445083: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0012920179712506896
Generation:  47
[[0.6994447  0.74288006 0.12548801 ... 0.         0.         0.        ]
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(2577, 39)
(286, 39)
Epoch 1/25
2022-12-09 12:46:59.097534: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2439.2363 - mean_squared_error: 2439.2363
2022-12-09 12:47:04.886488: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2439.2363 - mean_squared_error: 2439.2363 - val_loss: 1276.9625 - val_mean_squared_error: 1276.9625
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 308.8712 - mean_squared_error: 308.8712 - val_loss: 1861.4178 - val_mean_squared_error: 1861.4178
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 214.2974 - mean_squared_error: 214.2974 - val_loss: 2409.2288 - val_mean_squared_error: 2409.2288
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 162.2232 - mean_squared_error: 162.2232 - val_loss: 2459.4229 - val_mean_squared_error: 2459.4229
Epoch 5/25
81/81 [==============================] - 1s 13ms/step - loss: 141.4376 - mean_squared_error: 141.4376 - val_loss: 2251.3877 - val_mean_squared_error: 2251.3877
Epoch 6/25
81/81 [==============================] - 1s 12ms/step - loss: 138.1149 - mean_squared_error: 138.1149 - val_loss: 2332.0015 - val_mean_squared_error: 2332.0015
Epoch 7/25
81/81 [==============================] - 1s 11ms/step - loss: 126.7320 - mean_squared_error: 126.7320 - val_loss: 2532.3706 - val_mean_squared_error: 2532.3706
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 126.7897 - mean_squared_error: 126.7897 - val_loss: 2049.1729 - val_mean_squared_error: 2049.1729
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 129.8880 - mean_squared_error: 129.8880 - val_loss: 1926.5439 - val_mean_squared_error: 1926.5439
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 127.7773 - mean_squared_error: 127.7773 - val_loss: 2117.9434 - val_mean_squared_error: 2117.9434
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 121.7462 - mean_squared_error: 121.7462 - val_loss: 2002.9602 - val_mean_squared_error: 2002.9602
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 118.6074 - mean_squared_error: 118.6074 - val_loss: 1837.4257 - val_mean_squared_error: 1837.4257
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 112.6820 - mean_squared_error: 112.6820 - val_loss: 1806.8348 - val_mean_squared_error: 1806.8348
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 112.4111 - mean_squared_error: 112.4111 - val_loss: 1813.7301 - val_mean_squared_error: 1813.7301
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 114.1038 - mean_squared_error: 114.1038 - val_loss: 1430.5089 - val_mean_squared_error: 1430.5089
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 110.8315 - mean_squared_error: 110.8315 - val_loss: 1564.4268 - val_mean_squared_error: 1564.4268
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 109.5558 - mean_squared_error: 109.5558 - val_loss: 1436.6394 - val_mean_squared_error: 1436.6394
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 101.3095 - mean_squared_error: 101.3095 - val_loss: 1173.0536 - val_mean_squared_error: 1173.0536
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 98.6426 - mean_squared_error: 98.6426 - val_loss: 1029.6709 - val_mean_squared_error: 1029.6709
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 99.0033 - mean_squared_error: 99.0033 - val_loss: 1048.4197 - val_mean_squared_error: 1048.4197
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 96.7763 - mean_squared_error: 96.7763 - val_loss: 949.7984 - val_mean_squared_error: 949.7984
Epoch 22/25
81/81 [==============================] - 1s 14ms/step - loss: 99.2438 - mean_squared_error: 99.2438 - val_loss: 896.0383 - val_mean_squared_error: 896.0382
Epoch 23/25
81/81 [==============================] - 1s 10ms/step - loss: 98.8775 - mean_squared_error: 98.8775 - val_loss: 1003.2044 - val_mean_squared_error: 1003.2044
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 87.7273 - mean_squared_error: 87.7273 - val_loss: 773.6007 - val_mean_squared_error: 773.6007
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 84.2600 - mean_squared_error: 84.2600 - val_loss: 858.6041 - val_mean_squared_error: 858.6041
2022-12-09 12:47:24.829424: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 ...
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 12:47:25.611767: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2465.1262 - mean_squared_error: 2465.1262
2022-12-09 12:47:31.242334: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2465.1262 - mean_squared_error: 2465.1262 - val_loss: 1290.5415 - val_mean_squared_error: 1290.5415
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 301.4988 - mean_squared_error: 301.4988 - val_loss: 1759.4469 - val_mean_squared_error: 1759.4469
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 204.7664 - mean_squared_error: 204.7664 - val_loss: 2363.7617 - val_mean_squared_error: 2363.7617
Epoch 4/25
81/81 [==============================] - 1s 11ms/step - loss: 161.8354 - mean_squared_error: 161.8354 - val_loss: 2511.5142 - val_mean_squared_error: 2511.5142
Epoch 5/25
81/81 [==============================] - 1s 15ms/step - loss: 140.3795 - mean_squared_error: 140.3795 - val_loss: 2614.4832 - val_mean_squared_error: 2614.4832
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 138.3640 - mean_squared_error: 138.3640 - val_loss: 2537.4409 - val_mean_squared_error: 2537.4409
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 139.6205 - mean_squared_error: 139.6205 - val_loss: 2625.3914 - val_mean_squared_error: 2625.3914
Epoch 8/25
81/81 [==============================] - 1s 11ms/step - loss: 125.1722 - mean_squared_error: 125.1722 - val_loss: 2629.6631 - val_mean_squared_error: 2629.6631
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 124.1589 - mean_squared_error: 124.1589 - val_loss: 2657.6614 - val_mean_squared_error: 2657.6614
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 119.7656 - mean_squared_error: 119.7656 - val_loss: 2643.3584 - val_mean_squared_error: 2643.3584
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 119.1434 - mean_squared_error: 119.1434 - val_loss: 2515.9395 - val_mean_squared_error: 2515.9395
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 118.6856 - mean_squared_error: 118.6856 - val_loss: 2228.5415 - val_mean_squared_error: 2228.5415
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 120.0304 - mean_squared_error: 120.0304 - val_loss: 2355.7173 - val_mean_squared_error: 2355.7173
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 120.0182 - mean_squared_error: 120.0182 - val_loss: 2413.3489 - val_mean_squared_error: 2413.3489
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 123.4490 - mean_squared_error: 123.4490 - val_loss: 2245.4358 - val_mean_squared_error: 2245.4358
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 112.5991 - mean_squared_error: 112.5991 - val_loss: 2167.9456 - val_mean_squared_error: 2167.9453
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 116.5648 - mean_squared_error: 116.5648 - val_loss: 2039.5822 - val_mean_squared_error: 2039.5822
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 114.6799 - mean_squared_error: 114.6799 - val_loss: 1924.0662 - val_mean_squared_error: 1924.0662
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 109.2190 - mean_squared_error: 109.2190 - val_loss: 1739.9581 - val_mean_squared_error: 1739.9581
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 106.2499 - mean_squared_error: 106.2499 - val_loss: 1528.8468 - val_mean_squared_error: 1528.8468
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 106.7629 - mean_squared_error: 106.7629 - val_loss: 1723.3536 - val_mean_squared_error: 1723.3536
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 99.9812 - mean_squared_error: 99.9812 - val_loss: 1624.7709 - val_mean_squared_error: 1624.7709
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 100.3136 - mean_squared_error: 100.3136 - val_loss: 1430.1514 - val_mean_squared_error: 1430.1514
Epoch 24/25
81/81 [==============================] - 1s 10ms/step - loss: 101.0389 - mean_squared_error: 101.0389 - val_loss: 1466.3407 - val_mean_squared_error: 1466.3407
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 91.0208 - mean_squared_error: 91.0208 - val_loss: 1588.1759 - val_mean_squared_error: 1588.1759
2022-12-09 12:47:50.105742: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 ...
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 [1.         0.07306191 0.76512307 ... 0.         0.         0.        ]
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:47:50.787715: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2491.6057 - mean_squared_error: 2491.6057
2022-12-09 12:47:55.980296: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2491.6057 - mean_squared_error: 2491.6057 - val_loss: 1231.7532 - val_mean_squared_error: 1231.7532
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 332.8865 - mean_squared_error: 332.8865 - val_loss: 1897.6853 - val_mean_squared_error: 1897.6853
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 244.9997 - mean_squared_error: 244.9997 - val_loss: 2409.3794 - val_mean_squared_error: 2409.3794
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 178.8835 - mean_squared_error: 178.8835 - val_loss: 2323.1123 - val_mean_squared_error: 2323.1123
Epoch 5/25
81/81 [==============================] - 1s 15ms/step - loss: 153.0655 - mean_squared_error: 153.0655 - val_loss: 2414.0469 - val_mean_squared_error: 2414.0469
Epoch 6/25
81/81 [==============================] - 1s 12ms/step - loss: 147.4647 - mean_squared_error: 147.4647 - val_loss: 2356.5176 - val_mean_squared_error: 2356.5176
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 132.3119 - mean_squared_error: 132.3119 - val_loss: 2010.2180 - val_mean_squared_error: 2010.2180
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 129.7391 - mean_squared_error: 129.7391 - val_loss: 2292.4160 - val_mean_squared_error: 2292.4160
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 125.1093 - mean_squared_error: 125.1093 - val_loss: 2383.0154 - val_mean_squared_error: 2383.0154
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 134.2494 - mean_squared_error: 134.2494 - val_loss: 2084.3989 - val_mean_squared_error: 2084.3989
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 125.2322 - mean_squared_error: 125.2322 - val_loss: 2066.1340 - val_mean_squared_error: 2066.1340
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 124.3959 - mean_squared_error: 124.3959 - val_loss: 2317.2297 - val_mean_squared_error: 2317.2297
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 118.6991 - mean_squared_error: 118.6991 - val_loss: 2024.3116 - val_mean_squared_error: 2024.3114
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 123.5169 - mean_squared_error: 123.5169 - val_loss: 2046.6316 - val_mean_squared_error: 2046.6316
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 117.7928 - mean_squared_error: 117.7928 - val_loss: 1884.9980 - val_mean_squared_error: 1884.9980
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 118.9783 - mean_squared_error: 118.9783 - val_loss: 1885.6350 - val_mean_squared_error: 1885.6350
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 112.3795 - mean_squared_error: 112.3795 - val_loss: 1721.9342 - val_mean_squared_error: 1721.9342
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 112.0497 - mean_squared_error: 112.0497 - val_loss: 1794.8739 - val_mean_squared_error: 1794.8739
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 108.1692 - mean_squared_error: 108.1692 - val_loss: 1721.6621 - val_mean_squared_error: 1721.6621
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 110.4136 - mean_squared_error: 110.4136 - val_loss: 1551.3713 - val_mean_squared_error: 1551.3713
Epoch 21/25
81/81 [==============================] - 1s 10ms/step - loss: 107.3344 - mean_squared_error: 107.3344 - val_loss: 1724.8947 - val_mean_squared_error: 1724.8947
Epoch 22/25
81/81 [==============================] - 1s 10ms/step - loss: 105.6162 - mean_squared_error: 105.6162 - val_loss: 1319.7920 - val_mean_squared_error: 1319.7920
Epoch 23/25
81/81 [==============================] - 1s 10ms/step - loss: 94.4264 - mean_squared_error: 94.4264 - val_loss: 1275.2472 - val_mean_squared_error: 1275.2472
Epoch 24/25
81/81 [==============================] - 1s 10ms/step - loss: 98.6638 - mean_squared_error: 98.6638 - val_loss: 1363.7056 - val_mean_squared_error: 1363.7056
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 92.7263 - mean_squared_error: 92.7263 - val_loss: 1507.5223 - val_mean_squared_error: 1507.5223
2022-12-09 12:48:15.523124: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 ...
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(2577, 45)
(286, 45)
Epoch 1/25
2022-12-09 12:48:16.255615: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2414.6726 - mean_squared_error: 2414.6726
2022-12-09 12:48:21.615988: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2414.6726 - mean_squared_error: 2414.6726 - val_loss: 950.1314 - val_mean_squared_error: 950.1314
Epoch 2/25
81/81 [==============================] - 2s 19ms/step - loss: 259.6223 - mean_squared_error: 259.6223 - val_loss: 1766.8027 - val_mean_squared_error: 1766.8027
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 159.9299 - mean_squared_error: 159.9299 - val_loss: 2352.4722 - val_mean_squared_error: 2352.4722
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 123.9133 - mean_squared_error: 123.9133 - val_loss: 2655.9832 - val_mean_squared_error: 2655.9832
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 118.3696 - mean_squared_error: 118.3696 - val_loss: 2716.9849 - val_mean_squared_error: 2716.9849
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 104.2364 - mean_squared_error: 104.2364 - val_loss: 2714.8594 - val_mean_squared_error: 2714.8594
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 102.0136 - mean_squared_error: 102.0136 - val_loss: 2815.9231 - val_mean_squared_error: 2815.9231
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 99.9018 - mean_squared_error: 99.9018 - val_loss: 2769.9175 - val_mean_squared_error: 2769.9175
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 95.5681 - mean_squared_error: 95.5681 - val_loss: 2819.2500 - val_mean_squared_error: 2819.2500
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 100.8711 - mean_squared_error: 100.8711 - val_loss: 2876.1687 - val_mean_squared_error: 2876.1687
Epoch 11/25
81/81 [==============================] - 1s 14ms/step - loss: 102.0385 - mean_squared_error: 102.0385 - val_loss: 2824.4868 - val_mean_squared_error: 2824.4868
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 95.5616 - mean_squared_error: 95.5616 - val_loss: 2753.3999 - val_mean_squared_error: 2753.3999
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 98.7499 - mean_squared_error: 98.7499 - val_loss: 2783.3369 - val_mean_squared_error: 2783.3367
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 91.7761 - mean_squared_error: 91.7761 - val_loss: 2692.9812 - val_mean_squared_error: 2692.9810
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 93.3070 - mean_squared_error: 93.3070 - val_loss: 2568.6655 - val_mean_squared_error: 2568.6655
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 92.9917 - mean_squared_error: 92.9917 - val_loss: 2650.7507 - val_mean_squared_error: 2650.7507
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 90.8774 - mean_squared_error: 90.8774 - val_loss: 2631.6233 - val_mean_squared_error: 2631.6233
Epoch 18/25
81/81 [==============================] - 1s 10ms/step - loss: 90.8200 - mean_squared_error: 90.8200 - val_loss: 2490.3071 - val_mean_squared_error: 2490.3071
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 92.1748 - mean_squared_error: 92.1748 - val_loss: 2530.3340 - val_mean_squared_error: 2530.3340
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 90.1340 - mean_squared_error: 90.1340 - val_loss: 2519.5276 - val_mean_squared_error: 2519.5273
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 91.9744 - mean_squared_error: 91.9744 - val_loss: 2494.9011 - val_mean_squared_error: 2494.9011
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 83.6107 - mean_squared_error: 83.6107 - val_loss: 2360.3135 - val_mean_squared_error: 2360.3135
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 89.1395 - mean_squared_error: 89.1395 - val_loss: 2245.9634 - val_mean_squared_error: 2245.9634
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 84.4891 - mean_squared_error: 84.4891 - val_loss: 2246.7356 - val_mean_squared_error: 2246.7356
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 81.0425 - mean_squared_error: 81.0425 - val_loss: 2212.2695 - val_mean_squared_error: 2212.2695
2022-12-09 12:48:41.145727: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.12548801 ... 0.         0.         0.        ]
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 12:48:41.842867: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2463.1482 - mean_squared_error: 2463.1482
2022-12-09 12:48:47.115397: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2463.1482 - mean_squared_error: 2463.1482 - val_loss: 872.2084 - val_mean_squared_error: 872.2084
Epoch 2/25
81/81 [==============================] - 2s 19ms/step - loss: 183.0136 - mean_squared_error: 183.0136 - val_loss: 1279.7941 - val_mean_squared_error: 1279.7941
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 83.8320 - mean_squared_error: 83.8320 - val_loss: 1938.7616 - val_mean_squared_error: 1938.7616
Epoch 4/25
81/81 [==============================] - 1s 8ms/step - loss: 70.0577 - mean_squared_error: 70.0577 - val_loss: 2459.0425 - val_mean_squared_error: 2459.0425
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 58.7960 - mean_squared_error: 58.7960 - val_loss: 2422.0242 - val_mean_squared_error: 2422.0242
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 60.1678 - mean_squared_error: 60.1678 - val_loss: 2601.2283 - val_mean_squared_error: 2601.2280
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 51.4542 - mean_squared_error: 51.4542 - val_loss: 2573.8215 - val_mean_squared_error: 2573.8215
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 47.5331 - mean_squared_error: 47.5331 - val_loss: 2584.3401 - val_mean_squared_error: 2584.3401
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 51.2238 - mean_squared_error: 51.2238 - val_loss: 2732.5342 - val_mean_squared_error: 2732.5342
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 41.7926 - mean_squared_error: 41.7926 - val_loss: 2503.2864 - val_mean_squared_error: 2503.2861
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 43.3139 - mean_squared_error: 43.3139 - val_loss: 2479.4524 - val_mean_squared_error: 2479.4524
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 41.1047 - mean_squared_error: 41.1047 - val_loss: 2436.5781 - val_mean_squared_error: 2436.5781
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 46.6917 - mean_squared_error: 46.6917 - val_loss: 2412.8999 - val_mean_squared_error: 2412.8999
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 53.6503 - mean_squared_error: 53.6503 - val_loss: 2243.2778 - val_mean_squared_error: 2243.2778
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 44.3824 - mean_squared_error: 44.3824 - val_loss: 2337.9863 - val_mean_squared_error: 2337.9863
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 44.1696 - mean_squared_error: 44.1696 - val_loss: 2255.8481 - val_mean_squared_error: 2255.8481
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 44.9712 - mean_squared_error: 44.9712 - val_loss: 2245.6516 - val_mean_squared_error: 2245.6516
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 45.4302 - mean_squared_error: 45.4302 - val_loss: 2101.3489 - val_mean_squared_error: 2101.3489
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 45.2439 - mean_squared_error: 45.2439 - val_loss: 2000.5878 - val_mean_squared_error: 2000.5878
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 39.6046 - mean_squared_error: 39.6046 - val_loss: 2098.4187 - val_mean_squared_error: 2098.4187
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 43.8788 - mean_squared_error: 43.8788 - val_loss: 1955.2111 - val_mean_squared_error: 1955.2111
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 47.5741 - mean_squared_error: 47.5741 - val_loss: 2077.0383 - val_mean_squared_error: 2077.0383
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 41.5236 - mean_squared_error: 41.5236 - val_loss: 2016.3138 - val_mean_squared_error: 2016.3138
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 49.7142 - mean_squared_error: 49.7142 - val_loss: 1758.9066 - val_mean_squared_error: 1758.9066
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 41.9840 - mean_squared_error: 41.9840 - val_loss: 1869.5399 - val_mean_squared_error: 1869.5399
2022-12-09 12:49:05.754504: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0011613143811982074
Generation:  48
[[0.6994447  0.74288006 0.12548801 ... 0.         0.         0.        ]
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(2577, 39)
(286, 39)
Epoch 1/25
2022-12-09 12:49:06.431100: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2432.4888 - mean_squared_error: 2432.4888
2022-12-09 12:49:11.808445: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2432.4888 - mean_squared_error: 2432.4888 - val_loss: 1118.3931 - val_mean_squared_error: 1118.3931
Epoch 2/25
81/81 [==============================] - 1s 17ms/step - loss: 297.5722 - mean_squared_error: 297.5722 - val_loss: 1932.0402 - val_mean_squared_error: 1932.0402
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 201.0238 - mean_squared_error: 201.0238 - val_loss: 2454.0991 - val_mean_squared_error: 2454.0991
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 162.4155 - mean_squared_error: 162.4155 - val_loss: 2716.7363 - val_mean_squared_error: 2716.7363
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 144.7915 - mean_squared_error: 144.7915 - val_loss: 2678.4944 - val_mean_squared_error: 2678.4944
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 131.5656 - mean_squared_error: 131.5656 - val_loss: 2572.6340 - val_mean_squared_error: 2572.6340
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 128.9350 - mean_squared_error: 128.9350 - val_loss: 2684.2891 - val_mean_squared_error: 2684.2888
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 127.1877 - mean_squared_error: 127.1877 - val_loss: 2621.8821 - val_mean_squared_error: 2621.8821
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 128.5538 - mean_squared_error: 128.5538 - val_loss: 2676.9563 - val_mean_squared_error: 2676.9563
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 126.3867 - mean_squared_error: 126.3867 - val_loss: 2539.9148 - val_mean_squared_error: 2539.9148
Epoch 11/25
81/81 [==============================] - 1s 11ms/step - loss: 123.5372 - mean_squared_error: 123.5372 - val_loss: 2470.8406 - val_mean_squared_error: 2470.8406
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 122.9364 - mean_squared_error: 122.9364 - val_loss: 2396.4880 - val_mean_squared_error: 2396.4880
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 128.8098 - mean_squared_error: 128.8098 - val_loss: 2334.3054 - val_mean_squared_error: 2334.3054
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 123.6295 - mean_squared_error: 123.6295 - val_loss: 2357.7271 - val_mean_squared_error: 2357.7271
Epoch 15/25
81/81 [==============================] - 1s 10ms/step - loss: 118.2867 - mean_squared_error: 118.2867 - val_loss: 2386.3306 - val_mean_squared_error: 2386.3306
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 115.0766 - mean_squared_error: 115.0766 - val_loss: 2261.0762 - val_mean_squared_error: 2261.0762
Epoch 17/25
81/81 [==============================] - 1s 10ms/step - loss: 116.6410 - mean_squared_error: 116.6410 - val_loss: 2221.2246 - val_mean_squared_error: 2221.2246
Epoch 18/25
81/81 [==============================] - 1s 11ms/step - loss: 111.5442 - mean_squared_error: 111.5442 - val_loss: 2076.7559 - val_mean_squared_error: 2076.7559
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 104.7432 - mean_squared_error: 104.7432 - val_loss: 2130.8218 - val_mean_squared_error: 2130.8218
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 109.4154 - mean_squared_error: 109.4154 - val_loss: 1655.1580 - val_mean_squared_error: 1655.1580
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 105.1894 - mean_squared_error: 105.1894 - val_loss: 1837.7135 - val_mean_squared_error: 1837.7135
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 102.3946 - mean_squared_error: 102.3946 - val_loss: 1870.3722 - val_mean_squared_error: 1870.3722
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 97.4521 - mean_squared_error: 97.4521 - val_loss: 1677.6309 - val_mean_squared_error: 1677.6309
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 96.9361 - mean_squared_error: 96.9361 - val_loss: 1891.9021 - val_mean_squared_error: 1891.9021
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 95.6196 - mean_squared_error: 95.6196 - val_loss: 1761.4929 - val_mean_squared_error: 1761.4928
2022-12-09 12:49:31.484191: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
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 ...
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 [1.         0.07306191 0.76512307 ... 0.         0.         0.        ]
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:49:32.165032: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2507.7517 - mean_squared_error: 2507.7517
2022-12-09 12:49:37.492776: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2507.7517 - mean_squared_error: 2507.7517 - val_loss: 1502.8987 - val_mean_squared_error: 1502.8987
Epoch 2/25
81/81 [==============================] - 1s 10ms/step - loss: 322.2425 - mean_squared_error: 322.2425 - val_loss: 2278.9272 - val_mean_squared_error: 2278.9272
Epoch 3/25
81/81 [==============================] - 2s 19ms/step - loss: 229.1496 - mean_squared_error: 229.1496 - val_loss: 2400.8992 - val_mean_squared_error: 2400.8992
Epoch 4/25
81/81 [==============================] - 1s 9ms/step - loss: 161.7492 - mean_squared_error: 161.7492 - val_loss: 2591.0378 - val_mean_squared_error: 2591.0378
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 142.3818 - mean_squared_error: 142.3818 - val_loss: 2368.7942 - val_mean_squared_error: 2368.7942
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 143.4387 - mean_squared_error: 143.4387 - val_loss: 2419.1611 - val_mean_squared_error: 2419.1611
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 132.8649 - mean_squared_error: 132.8649 - val_loss: 2272.0955 - val_mean_squared_error: 2272.0955
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 130.8878 - mean_squared_error: 130.8878 - val_loss: 2342.9924 - val_mean_squared_error: 2342.9924
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 145.7892 - mean_squared_error: 145.7892 - val_loss: 2180.7944 - val_mean_squared_error: 2180.7942
Epoch 10/25
81/81 [==============================] - 1s 10ms/step - loss: 125.3512 - mean_squared_error: 125.3512 - val_loss: 2290.9873 - val_mean_squared_error: 2290.9873
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 124.8255 - mean_squared_error: 124.8255 - val_loss: 2108.0923 - val_mean_squared_error: 2108.0923
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 118.5608 - mean_squared_error: 118.5608 - val_loss: 2049.4478 - val_mean_squared_error: 2049.4478
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 123.2726 - mean_squared_error: 123.2726 - val_loss: 2105.7913 - val_mean_squared_error: 2105.7913
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 116.8625 - mean_squared_error: 116.8625 - val_loss: 2239.8025 - val_mean_squared_error: 2239.8025
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 113.6829 - mean_squared_error: 113.6829 - val_loss: 1881.9565 - val_mean_squared_error: 1881.9565
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 115.1218 - mean_squared_error: 115.1218 - val_loss: 1907.4196 - val_mean_squared_error: 1907.4196
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 111.6820 - mean_squared_error: 111.6820 - val_loss: 1796.8650 - val_mean_squared_error: 1796.8650
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 110.8856 - mean_squared_error: 110.8856 - val_loss: 1640.5863 - val_mean_squared_error: 1640.5863
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 101.1382 - mean_squared_error: 101.1382 - val_loss: 1499.0105 - val_mean_squared_error: 1499.0105
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 105.7820 - mean_squared_error: 105.7820 - val_loss: 1434.6346 - val_mean_squared_error: 1434.6346
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 101.2804 - mean_squared_error: 101.2804 - val_loss: 1394.0453 - val_mean_squared_error: 1394.0453
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 94.9792 - mean_squared_error: 94.9792 - val_loss: 1468.9904 - val_mean_squared_error: 1468.9904
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 91.8144 - mean_squared_error: 91.8144 - val_loss: 1400.8066 - val_mean_squared_error: 1400.8066
Epoch 24/25
81/81 [==============================] - 1s 9ms/step - loss: 95.7419 - mean_squared_error: 95.7419 - val_loss: 1079.6654 - val_mean_squared_error: 1079.6654
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 92.1709 - mean_squared_error: 92.1709 - val_loss: 1306.2908 - val_mean_squared_error: 1306.2908
2022-12-09 12:49:56.152817: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 12:49:56.873410: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2501.0720 - mean_squared_error: 2501.0720
2022-12-09 12:50:02.562269: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2501.0720 - mean_squared_error: 2501.0720 - val_loss: 966.6564 - val_mean_squared_error: 966.6564
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 301.1836 - mean_squared_error: 301.1836 - val_loss: 1582.3661 - val_mean_squared_error: 1582.3661
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 207.7199 - mean_squared_error: 207.7199 - val_loss: 2429.3860 - val_mean_squared_error: 2429.3860
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 162.0009 - mean_squared_error: 162.0009 - val_loss: 2625.7126 - val_mean_squared_error: 2625.7126
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 149.6522 - mean_squared_error: 149.6522 - val_loss: 2538.0354 - val_mean_squared_error: 2538.0354
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 141.7635 - mean_squared_error: 141.7635 - val_loss: 2671.5120 - val_mean_squared_error: 2671.5120
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 131.6166 - mean_squared_error: 131.6166 - val_loss: 2668.0593 - val_mean_squared_error: 2668.0593
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 129.3785 - mean_squared_error: 129.3785 - val_loss: 2621.4810 - val_mean_squared_error: 2621.4810
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 125.7668 - mean_squared_error: 125.7668 - val_loss: 2484.1204 - val_mean_squared_error: 2484.1204
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 129.2337 - mean_squared_error: 129.2337 - val_loss: 2584.4270 - val_mean_squared_error: 2584.4270
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 123.0669 - mean_squared_error: 123.0669 - val_loss: 2605.0237 - val_mean_squared_error: 2605.0234
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 127.2635 - mean_squared_error: 127.2635 - val_loss: 2493.0938 - val_mean_squared_error: 2493.0938
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 120.8267 - mean_squared_error: 120.8267 - val_loss: 2396.6353 - val_mean_squared_error: 2396.6353
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 126.5176 - mean_squared_error: 126.5176 - val_loss: 2390.2717 - val_mean_squared_error: 2390.2717
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 119.9214 - mean_squared_error: 119.9214 - val_loss: 2514.3701 - val_mean_squared_error: 2514.3701
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 112.6414 - mean_squared_error: 112.6414 - val_loss: 2315.6201 - val_mean_squared_error: 2315.6201
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 116.9473 - mean_squared_error: 116.9473 - val_loss: 2331.5945 - val_mean_squared_error: 2331.5945
Epoch 18/25
81/81 [==============================] - 1s 10ms/step - loss: 114.1227 - mean_squared_error: 114.1227 - val_loss: 2105.6855 - val_mean_squared_error: 2105.6855
Epoch 19/25
81/81 [==============================] - 1s 14ms/step - loss: 119.6932 - mean_squared_error: 119.6932 - val_loss: 2176.4841 - val_mean_squared_error: 2176.4841
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 111.9255 - mean_squared_error: 111.9255 - val_loss: 2263.8804 - val_mean_squared_error: 2263.8804
Epoch 21/25
81/81 [==============================] - 1s 10ms/step - loss: 115.1421 - mean_squared_error: 115.1421 - val_loss: 2003.6040 - val_mean_squared_error: 2003.6040
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 105.2452 - mean_squared_error: 105.2452 - val_loss: 1809.0601 - val_mean_squared_error: 1809.0601
Epoch 23/25
81/81 [==============================] - 1s 10ms/step - loss: 106.0586 - mean_squared_error: 106.0586 - val_loss: 1855.3896 - val_mean_squared_error: 1855.3896
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 105.6720 - mean_squared_error: 105.6720 - val_loss: 1851.3081 - val_mean_squared_error: 1851.3081
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 99.7801 - mean_squared_error: 99.7801 - val_loss: 1764.3977 - val_mean_squared_error: 1764.3977
2022-12-09 12:50:21.896099: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.12548801 ... 0.         0.         0.        ]
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 12:50:22.679665: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2451.3354 - mean_squared_error: 2451.3354
2022-12-09 12:50:28.115108: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2451.3354 - mean_squared_error: 2451.3354 - val_loss: 1096.6536 - val_mean_squared_error: 1096.6536
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 177.6975 - mean_squared_error: 177.6975 - val_loss: 1577.5953 - val_mean_squared_error: 1577.5953
Epoch 3/25
81/81 [==============================] - 1s 15ms/step - loss: 90.6469 - mean_squared_error: 90.6469 - val_loss: 2141.6926 - val_mean_squared_error: 2141.6926
Epoch 4/25
81/81 [==============================] - 1s 16ms/step - loss: 69.0166 - mean_squared_error: 69.0166 - val_loss: 2524.1150 - val_mean_squared_error: 2524.1150
Epoch 5/25
81/81 [==============================] - 1s 11ms/step - loss: 77.4140 - mean_squared_error: 77.4140 - val_loss: 2681.7786 - val_mean_squared_error: 2681.7783
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 61.3393 - mean_squared_error: 61.3393 - val_loss: 2724.9453 - val_mean_squared_error: 2724.9453
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 59.5841 - mean_squared_error: 59.5841 - val_loss: 2666.1465 - val_mean_squared_error: 2666.1465
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 52.9420 - mean_squared_error: 52.9420 - val_loss: 2715.9849 - val_mean_squared_error: 2715.9849
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 57.6409 - mean_squared_error: 57.6409 - val_loss: 2774.0220 - val_mean_squared_error: 2774.0220
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 51.2419 - mean_squared_error: 51.2419 - val_loss: 2614.4121 - val_mean_squared_error: 2614.4121
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 44.2066 - mean_squared_error: 44.2066 - val_loss: 2597.8423 - val_mean_squared_error: 2597.8423
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 44.8925 - mean_squared_error: 44.8925 - val_loss: 2511.3821 - val_mean_squared_error: 2511.3821
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 45.7839 - mean_squared_error: 45.7839 - val_loss: 2571.6001 - val_mean_squared_error: 2571.6001
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 52.4548 - mean_squared_error: 52.4548 - val_loss: 2503.9360 - val_mean_squared_error: 2503.9360
Epoch 15/25
81/81 [==============================] - 1s 10ms/step - loss: 47.8810 - mean_squared_error: 47.8810 - val_loss: 2432.2793 - val_mean_squared_error: 2432.2793
Epoch 16/25
81/81 [==============================] - 1s 11ms/step - loss: 43.3246 - mean_squared_error: 43.3246 - val_loss: 2492.8330 - val_mean_squared_error: 2492.8330
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 47.4958 - mean_squared_error: 47.4958 - val_loss: 2382.9761 - val_mean_squared_error: 2382.9761
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 44.4654 - mean_squared_error: 44.4654 - val_loss: 2319.6167 - val_mean_squared_error: 2319.6167
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 46.7068 - mean_squared_error: 46.7068 - val_loss: 2325.3757 - val_mean_squared_error: 2325.3757
Epoch 20/25
81/81 [==============================] - 1s 9ms/step - loss: 46.9498 - mean_squared_error: 46.9498 - val_loss: 2111.8997 - val_mean_squared_error: 2111.8997
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 40.8388 - mean_squared_error: 40.8388 - val_loss: 2297.5154 - val_mean_squared_error: 2297.5154
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 47.3390 - mean_squared_error: 47.3390 - val_loss: 2295.2336 - val_mean_squared_error: 2295.2336
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 44.4703 - mean_squared_error: 44.4703 - val_loss: 2189.7300 - val_mean_squared_error: 2189.7300
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 40.9913 - mean_squared_error: 40.9913 - val_loss: 2070.0789 - val_mean_squared_error: 2070.0789
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 41.8981 - mean_squared_error: 41.8981 - val_loss: 2156.2141 - val_mean_squared_error: 2156.2141
2022-12-09 12:50:47.977866: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.12548801 ... 0.         0.         0.        ]
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 12:50:48.763205: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2516.5415 - mean_squared_error: 2516.5415
2022-12-09 12:50:54.344591: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2516.5415 - mean_squared_error: 2516.5415 - val_loss: 1136.3531 - val_mean_squared_error: 1136.3531
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 315.7213 - mean_squared_error: 315.7213 - val_loss: 1778.2236 - val_mean_squared_error: 1778.2236
Epoch 3/25
81/81 [==============================] - 1s 16ms/step - loss: 215.0559 - mean_squared_error: 215.0559 - val_loss: 2246.3787 - val_mean_squared_error: 2246.3787
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 161.5373 - mean_squared_error: 161.5373 - val_loss: 2185.7861 - val_mean_squared_error: 2185.7861
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 152.7061 - mean_squared_error: 152.7061 - val_loss: 2368.8591 - val_mean_squared_error: 2368.8591
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 140.2213 - mean_squared_error: 140.2213 - val_loss: 2477.5693 - val_mean_squared_error: 2477.5693
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 133.9938 - mean_squared_error: 133.9938 - val_loss: 2217.8713 - val_mean_squared_error: 2217.8713
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 128.2229 - mean_squared_error: 128.2229 - val_loss: 2167.4717 - val_mean_squared_error: 2167.4717
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 133.0015 - mean_squared_error: 133.0015 - val_loss: 2170.7634 - val_mean_squared_error: 2170.7632
Epoch 10/25
81/81 [==============================] - 1s 12ms/step - loss: 124.5533 - mean_squared_error: 124.5533 - val_loss: 1982.7708 - val_mean_squared_error: 1982.7708
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 124.8046 - mean_squared_error: 124.8046 - val_loss: 2091.4819 - val_mean_squared_error: 2091.4819
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 129.6423 - mean_squared_error: 129.6423 - val_loss: 2062.9258 - val_mean_squared_error: 2062.9258
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 124.0211 - mean_squared_error: 124.0211 - val_loss: 1635.5857 - val_mean_squared_error: 1635.5857
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 114.5588 - mean_squared_error: 114.5588 - val_loss: 1644.1449 - val_mean_squared_error: 1644.1449
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 117.8114 - mean_squared_error: 117.8114 - val_loss: 1818.1564 - val_mean_squared_error: 1818.1564
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 108.3937 - mean_squared_error: 108.3937 - val_loss: 1565.6743 - val_mean_squared_error: 1565.6743
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 112.6384 - mean_squared_error: 112.6384 - val_loss: 1398.2446 - val_mean_squared_error: 1398.2445
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 115.2357 - mean_squared_error: 115.2357 - val_loss: 1432.6046 - val_mean_squared_error: 1432.6046
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 108.3264 - mean_squared_error: 108.3264 - val_loss: 1228.6309 - val_mean_squared_error: 1228.6309
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 109.7990 - mean_squared_error: 109.7990 - val_loss: 1290.4215 - val_mean_squared_error: 1290.4215
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 103.2095 - mean_squared_error: 103.2095 - val_loss: 1522.9524 - val_mean_squared_error: 1522.9524
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 101.4884 - mean_squared_error: 101.4884 - val_loss: 1130.6388 - val_mean_squared_error: 1130.6388
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 95.4227 - mean_squared_error: 95.4227 - val_loss: 1307.1160 - val_mean_squared_error: 1307.1160
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 90.4081 - mean_squared_error: 90.4081 - val_loss: 1129.4674 - val_mean_squared_error: 1129.4674
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 96.1413 - mean_squared_error: 96.1413 - val_loss: 1452.9614 - val_mean_squared_error: 1452.9614
2022-12-09 12:51:13.483600: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0007627009386956342
Generation:  49
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:51:14.279588: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2473.3206 - mean_squared_error: 2473.3206
2022-12-09 12:51:19.945234: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2473.3206 - mean_squared_error: 2473.3206 - val_loss: 1373.5846 - val_mean_squared_error: 1373.5846
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 338.3463 - mean_squared_error: 338.3463 - val_loss: 2252.5449 - val_mean_squared_error: 2252.5449
Epoch 3/25
81/81 [==============================] - 1s 9ms/step - loss: 233.2545 - mean_squared_error: 233.2545 - val_loss: 2442.2356 - val_mean_squared_error: 2442.2356
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 172.0429 - mean_squared_error: 172.0429 - val_loss: 2365.2720 - val_mean_squared_error: 2365.2720
Epoch 5/25
81/81 [==============================] - 1s 12ms/step - loss: 142.4875 - mean_squared_error: 142.4875 - val_loss: 2372.8677 - val_mean_squared_error: 2372.8674
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 136.7477 - mean_squared_error: 136.7477 - val_loss: 2236.1560 - val_mean_squared_error: 2236.1560
Epoch 7/25
81/81 [==============================] - 1s 14ms/step - loss: 137.6400 - mean_squared_error: 137.6400 - val_loss: 2189.2959 - val_mean_squared_error: 2189.2959
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 132.0514 - mean_squared_error: 132.0514 - val_loss: 2286.7810 - val_mean_squared_error: 2286.7810
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 129.8318 - mean_squared_error: 129.8318 - val_loss: 2241.8096 - val_mean_squared_error: 2241.8096
Epoch 10/25
81/81 [==============================] - 1s 11ms/step - loss: 130.5917 - mean_squared_error: 130.5917 - val_loss: 2061.5518 - val_mean_squared_error: 2061.5518
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 127.5338 - mean_squared_error: 127.5338 - val_loss: 1966.2539 - val_mean_squared_error: 1966.2539
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 127.0179 - mean_squared_error: 127.0179 - val_loss: 2022.6798 - val_mean_squared_error: 2022.6798
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 122.2829 - mean_squared_error: 122.2829 - val_loss: 1969.2786 - val_mean_squared_error: 1969.2786
Epoch 14/25
81/81 [==============================] - 1s 10ms/step - loss: 120.6203 - mean_squared_error: 120.6203 - val_loss: 1801.3531 - val_mean_squared_error: 1801.3531
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 114.2426 - mean_squared_error: 114.2426 - val_loss: 1960.7135 - val_mean_squared_error: 1960.7135
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 121.0884 - mean_squared_error: 121.0884 - val_loss: 1611.2062 - val_mean_squared_error: 1611.2062
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 112.6997 - mean_squared_error: 112.6997 - val_loss: 1672.9698 - val_mean_squared_error: 1672.9698
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 114.4404 - mean_squared_error: 114.4404 - val_loss: 1552.7672 - val_mean_squared_error: 1552.7672
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 106.0300 - mean_squared_error: 106.0300 - val_loss: 1245.9323 - val_mean_squared_error: 1245.9323
Epoch 20/25
81/81 [==============================] - 1s 10ms/step - loss: 113.0881 - mean_squared_error: 113.0881 - val_loss: 1268.3291 - val_mean_squared_error: 1268.3291
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 102.2232 - mean_squared_error: 102.2232 - val_loss: 997.2890 - val_mean_squared_error: 997.2890
Epoch 22/25
81/81 [==============================] - 1s 9ms/step - loss: 102.3692 - mean_squared_error: 102.3692 - val_loss: 1515.2207 - val_mean_squared_error: 1515.2207
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 98.3469 - mean_squared_error: 98.3469 - val_loss: 1001.0505 - val_mean_squared_error: 1001.0505
Epoch 24/25
81/81 [==============================] - 1s 16ms/step - loss: 92.4956 - mean_squared_error: 92.4956 - val_loss: 1028.9957 - val_mean_squared_error: 1028.9957
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 93.3502 - mean_squared_error: 93.3502 - val_loss: 1071.9874 - val_mean_squared_error: 1071.9874
2022-12-09 12:51:39.694154: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 12:51:40.489480: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2396.0356 - mean_squared_error: 2396.0356
2022-12-09 12:51:46.615988: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 68ms/step - loss: 2396.0356 - mean_squared_error: 2396.0356 - val_loss: 1300.9407 - val_mean_squared_error: 1300.9407
Epoch 2/25
81/81 [==============================] - 1s 14ms/step - loss: 312.5208 - mean_squared_error: 312.5208 - val_loss: 1928.0659 - val_mean_squared_error: 1928.0659
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 217.4303 - mean_squared_error: 217.4303 - val_loss: 2317.8716 - val_mean_squared_error: 2317.8716
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 167.2279 - mean_squared_error: 167.2279 - val_loss: 2318.4070 - val_mean_squared_error: 2318.4070
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 156.8250 - mean_squared_error: 156.8250 - val_loss: 1848.7201 - val_mean_squared_error: 1848.7201
Epoch 6/25
81/81 [==============================] - 1s 9ms/step - loss: 147.8778 - mean_squared_error: 147.8778 - val_loss: 2359.4180 - val_mean_squared_error: 2359.4180
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 136.0271 - mean_squared_error: 136.0271 - val_loss: 1918.5854 - val_mean_squared_error: 1918.5854
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 126.8432 - mean_squared_error: 126.8432 - val_loss: 1902.1219 - val_mean_squared_error: 1902.1219
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 127.5127 - mean_squared_error: 127.5127 - val_loss: 1949.8496 - val_mean_squared_error: 1949.8496
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 123.2403 - mean_squared_error: 123.2403 - val_loss: 2127.9595 - val_mean_squared_error: 2127.9595
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 131.1296 - mean_squared_error: 131.1296 - val_loss: 1915.2058 - val_mean_squared_error: 1915.2058
Epoch 12/25
81/81 [==============================] - 1s 9ms/step - loss: 121.7001 - mean_squared_error: 121.7001 - val_loss: 1625.7043 - val_mean_squared_error: 1625.7043
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 119.3744 - mean_squared_error: 119.3744 - val_loss: 1558.9473 - val_mean_squared_error: 1558.9473
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 125.2268 - mean_squared_error: 125.2268 - val_loss: 1543.7628 - val_mean_squared_error: 1543.7627
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 117.0053 - mean_squared_error: 117.0053 - val_loss: 1478.1350 - val_mean_squared_error: 1478.1350
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 129.5327 - mean_squared_error: 129.5327 - val_loss: 1343.2239 - val_mean_squared_error: 1343.2239
Epoch 17/25
81/81 [==============================] - 1s 10ms/step - loss: 114.2120 - mean_squared_error: 114.2120 - val_loss: 1057.2651 - val_mean_squared_error: 1057.2651
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 115.7978 - mean_squared_error: 115.7978 - val_loss: 929.6243 - val_mean_squared_error: 929.6243
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 107.3324 - mean_squared_error: 107.3324 - val_loss: 917.7706 - val_mean_squared_error: 917.7706
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 101.6373 - mean_squared_error: 101.6373 - val_loss: 821.5380 - val_mean_squared_error: 821.5380
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 101.4114 - mean_squared_error: 101.4114 - val_loss: 735.1186 - val_mean_squared_error: 735.1186
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 101.5532 - mean_squared_error: 101.5532 - val_loss: 748.9917 - val_mean_squared_error: 748.9917
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 97.0052 - mean_squared_error: 97.0052 - val_loss: 742.6388 - val_mean_squared_error: 742.6388
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 97.9794 - mean_squared_error: 97.9794 - val_loss: 671.0739 - val_mean_squared_error: 671.0739
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 94.6914 - mean_squared_error: 94.6914 - val_loss: 655.4850 - val_mean_squared_error: 655.4850
2022-12-09 12:52:05.340855: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 39)
(286, 39)
Epoch 1/25
2022-12-09 12:52:06.147096: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2435.6589 - mean_squared_error: 2435.6589
2022-12-09 12:52:11.630734: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 59ms/step - loss: 2435.6589 - mean_squared_error: 2435.6589 - val_loss: 1152.9790 - val_mean_squared_error: 1152.9790
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 311.0208 - mean_squared_error: 311.0208 - val_loss: 1931.5183 - val_mean_squared_error: 1931.5183
Epoch 3/25
81/81 [==============================] - 1s 13ms/step - loss: 226.2054 - mean_squared_error: 226.2054 - val_loss: 2335.9541 - val_mean_squared_error: 2335.9541
Epoch 4/25
81/81 [==============================] - 1s 15ms/step - loss: 166.3477 - mean_squared_error: 166.3477 - val_loss: 2171.4380 - val_mean_squared_error: 2171.4380
Epoch 5/25
81/81 [==============================] - 1s 10ms/step - loss: 151.1255 - mean_squared_error: 151.1255 - val_loss: 2322.4263 - val_mean_squared_error: 2322.4263
Epoch 6/25
81/81 [==============================] - 1s 12ms/step - loss: 139.1605 - mean_squared_error: 139.1605 - val_loss: 2125.1477 - val_mean_squared_error: 2125.1477
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 134.5877 - mean_squared_error: 134.5877 - val_loss: 2092.7913 - val_mean_squared_error: 2092.7910
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 125.0041 - mean_squared_error: 125.0041 - val_loss: 1997.2469 - val_mean_squared_error: 1997.2469
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 135.6076 - mean_squared_error: 135.6076 - val_loss: 1970.2758 - val_mean_squared_error: 1970.2758
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 133.9134 - mean_squared_error: 133.9134 - val_loss: 1885.6975 - val_mean_squared_error: 1885.6975
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 127.7024 - mean_squared_error: 127.7024 - val_loss: 1652.0981 - val_mean_squared_error: 1652.0981
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 128.1893 - mean_squared_error: 128.1893 - val_loss: 1573.5573 - val_mean_squared_error: 1573.5573
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 116.9923 - mean_squared_error: 116.9923 - val_loss: 1494.1182 - val_mean_squared_error: 1494.1182
Epoch 14/25
81/81 [==============================] - 1s 17ms/step - loss: 119.2920 - mean_squared_error: 119.2920 - val_loss: 1621.5219 - val_mean_squared_error: 1621.5219
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 112.0705 - mean_squared_error: 112.0705 - val_loss: 1479.1100 - val_mean_squared_error: 1479.1100
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 111.8307 - mean_squared_error: 111.8307 - val_loss: 1415.6851 - val_mean_squared_error: 1415.6849
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 101.3128 - mean_squared_error: 101.3128 - val_loss: 1316.3177 - val_mean_squared_error: 1316.3177
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 97.2820 - mean_squared_error: 97.2820 - val_loss: 1337.8115 - val_mean_squared_error: 1337.8115
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 96.5812 - mean_squared_error: 96.5812 - val_loss: 1257.5297 - val_mean_squared_error: 1257.5297
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 95.4859 - mean_squared_error: 95.4859 - val_loss: 1222.9111 - val_mean_squared_error: 1222.9111
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 98.0053 - mean_squared_error: 98.0053 - val_loss: 1061.0192 - val_mean_squared_error: 1061.0192
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 88.7936 - mean_squared_error: 88.7936 - val_loss: 1057.2750 - val_mean_squared_error: 1057.2750
Epoch 23/25
81/81 [==============================] - 1s 10ms/step - loss: 91.6761 - mean_squared_error: 91.6761 - val_loss: 1012.3759 - val_mean_squared_error: 1012.3759
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 94.8181 - mean_squared_error: 94.8181 - val_loss: 843.1268 - val_mean_squared_error: 843.1268
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 92.9392 - mean_squared_error: 92.9392 - val_loss: 938.5020 - val_mean_squared_error: 938.5020
2022-12-09 12:52:31.301960: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 12:52:31.981781: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2476.9109 - mean_squared_error: 2476.9109
2022-12-09 12:52:37.464846: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 58ms/step - loss: 2476.9109 - mean_squared_error: 2476.9109 - val_loss: 1101.7853 - val_mean_squared_error: 1101.7852
Epoch 2/25
81/81 [==============================] - 1s 12ms/step - loss: 305.1395 - mean_squared_error: 305.1395 - val_loss: 1746.1779 - val_mean_squared_error: 1746.1779
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 206.2217 - mean_squared_error: 206.2217 - val_loss: 1973.7303 - val_mean_squared_error: 1973.7303
Epoch 4/25
81/81 [==============================] - 1s 8ms/step - loss: 157.7682 - mean_squared_error: 157.7682 - val_loss: 2122.5505 - val_mean_squared_error: 2122.5505
Epoch 5/25
81/81 [==============================] - 1s 17ms/step - loss: 148.4283 - mean_squared_error: 148.4283 - val_loss: 1922.4373 - val_mean_squared_error: 1922.4373
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 139.3004 - mean_squared_error: 139.3004 - val_loss: 2012.6187 - val_mean_squared_error: 2012.6187
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 133.6474 - mean_squared_error: 133.6474 - val_loss: 1747.1271 - val_mean_squared_error: 1747.1271
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 123.0206 - mean_squared_error: 123.0206 - val_loss: 1778.1371 - val_mean_squared_error: 1778.1371
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 129.9509 - mean_squared_error: 129.9509 - val_loss: 1768.2935 - val_mean_squared_error: 1768.2933
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 120.7984 - mean_squared_error: 120.7984 - val_loss: 1691.1744 - val_mean_squared_error: 1691.1744
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 121.4376 - mean_squared_error: 121.4376 - val_loss: 1621.6112 - val_mean_squared_error: 1621.6112
Epoch 12/25
81/81 [==============================] - 1s 10ms/step - loss: 121.4471 - mean_squared_error: 121.4471 - val_loss: 1568.2349 - val_mean_squared_error: 1568.2349
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 122.9890 - mean_squared_error: 122.9890 - val_loss: 1185.8330 - val_mean_squared_error: 1185.8330
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 119.2610 - mean_squared_error: 119.2610 - val_loss: 1318.0801 - val_mean_squared_error: 1318.0801
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 113.1114 - mean_squared_error: 113.1114 - val_loss: 1118.4886 - val_mean_squared_error: 1118.4886
Epoch 16/25
81/81 [==============================] - 1s 15ms/step - loss: 117.3923 - mean_squared_error: 117.3923 - val_loss: 1097.6899 - val_mean_squared_error: 1097.6899
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 114.8827 - mean_squared_error: 114.8827 - val_loss: 1122.5876 - val_mean_squared_error: 1122.5876
Epoch 18/25
81/81 [==============================] - 1s 10ms/step - loss: 112.3379 - mean_squared_error: 112.3379 - val_loss: 978.6141 - val_mean_squared_error: 978.6141
Epoch 19/25
81/81 [==============================] - 1s 9ms/step - loss: 105.6546 - mean_squared_error: 105.6546 - val_loss: 822.8080 - val_mean_squared_error: 822.8080
Epoch 20/25
81/81 [==============================] - 1s 10ms/step - loss: 104.2074 - mean_squared_error: 104.2074 - val_loss: 717.2161 - val_mean_squared_error: 717.2161
Epoch 21/25
81/81 [==============================] - 1s 10ms/step - loss: 106.2680 - mean_squared_error: 106.2680 - val_loss: 846.9055 - val_mean_squared_error: 846.9055
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 94.5121 - mean_squared_error: 94.5121 - val_loss: 590.4005 - val_mean_squared_error: 590.4005
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 97.1348 - mean_squared_error: 97.1348 - val_loss: 496.2442 - val_mean_squared_error: 496.2442
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 91.0482 - mean_squared_error: 91.0482 - val_loss: 598.1133 - val_mean_squared_error: 598.1133
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 96.6127 - mean_squared_error: 96.6127 - val_loss: 509.9999 - val_mean_squared_error: 509.9999
2022-12-09 12:52:57.278850: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
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(2577, 44)
(286, 44)
Epoch 1/25
2022-12-09 12:52:58.079403: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2465.4905 - mean_squared_error: 2465.4905
2022-12-09 12:53:03.554163: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2465.4905 - mean_squared_error: 2465.4905 - val_loss: 1196.8302 - val_mean_squared_error: 1196.8302
Epoch 2/25
81/81 [==============================] - 1s 11ms/step - loss: 219.6309 - mean_squared_error: 219.6309 - val_loss: 1342.3691 - val_mean_squared_error: 1342.3691
Epoch 3/25
81/81 [==============================] - 2s 22ms/step - loss: 93.0443 - mean_squared_error: 93.0443 - val_loss: 1865.3853 - val_mean_squared_error: 1865.3853
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 71.5166 - mean_squared_error: 71.5166 - val_loss: 2184.2258 - val_mean_squared_error: 2184.2258
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 56.2349 - mean_squared_error: 56.2349 - val_loss: 2451.1394 - val_mean_squared_error: 2451.1394
Epoch 6/25
81/81 [==============================] - 1s 10ms/step - loss: 62.0929 - mean_squared_error: 62.0929 - val_loss: 2586.0854 - val_mean_squared_error: 2586.0854
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 53.2687 - mean_squared_error: 53.2687 - val_loss: 2457.0315 - val_mean_squared_error: 2457.0315
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 48.7236 - mean_squared_error: 48.7236 - val_loss: 2581.6899 - val_mean_squared_error: 2581.6899
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 44.2041 - mean_squared_error: 44.2041 - val_loss: 2534.2971 - val_mean_squared_error: 2534.2971
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 38.5039 - mean_squared_error: 38.5039 - val_loss: 2546.0557 - val_mean_squared_error: 2546.0557
Epoch 11/25
81/81 [==============================] - 1s 9ms/step - loss: 47.9396 - mean_squared_error: 47.9396 - val_loss: 2557.9304 - val_mean_squared_error: 2557.9304
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 42.7714 - mean_squared_error: 42.7714 - val_loss: 2495.2085 - val_mean_squared_error: 2495.2085
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 51.4164 - mean_squared_error: 51.4164 - val_loss: 2518.4905 - val_mean_squared_error: 2518.4905
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 45.2955 - mean_squared_error: 45.2955 - val_loss: 2457.3022 - val_mean_squared_error: 2457.3022
Epoch 15/25
81/81 [==============================] - 1s 11ms/step - loss: 46.4736 - mean_squared_error: 46.4736 - val_loss: 2443.4250 - val_mean_squared_error: 2443.4250
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 42.8579 - mean_squared_error: 42.8579 - val_loss: 2501.6001 - val_mean_squared_error: 2501.6001
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 44.6735 - mean_squared_error: 44.6735 - val_loss: 2356.8511 - val_mean_squared_error: 2356.8511
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 40.5298 - mean_squared_error: 40.5298 - val_loss: 2451.1079 - val_mean_squared_error: 2451.1079
Epoch 19/25
81/81 [==============================] - 1s 11ms/step - loss: 46.2132 - mean_squared_error: 46.2132 - val_loss: 2298.3240 - val_mean_squared_error: 2298.3240
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 41.6110 - mean_squared_error: 41.6110 - val_loss: 2332.4346 - val_mean_squared_error: 2332.4346
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 40.8056 - mean_squared_error: 40.8056 - val_loss: 2355.3884 - val_mean_squared_error: 2355.3884
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 46.8582 - mean_squared_error: 46.8582 - val_loss: 2275.7246 - val_mean_squared_error: 2275.7246
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 45.3009 - mean_squared_error: 45.3009 - val_loss: 2176.1113 - val_mean_squared_error: 2176.1113
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 50.4156 - mean_squared_error: 50.4156 - val_loss: 2200.0776 - val_mean_squared_error: 2200.0776
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 51.9704 - mean_squared_error: 51.9704 - val_loss: 2061.2209 - val_mean_squared_error: 2061.2209
2022-12-09 12:53:23.026186: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0019431456356650513
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.6737802  0.15281651 0.44309554 ... 0.         0.         0.        ]
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 ...
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(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 12:53:23.712103: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2487.2263 - mean_squared_error: 2487.2263
2022-12-09 12:53:29.510505: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2487.2263 - mean_squared_error: 2487.2263 - val_loss: 1054.2041 - val_mean_squared_error: 1054.2041
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 307.2032 - mean_squared_error: 307.2032 - val_loss: 1886.6097 - val_mean_squared_error: 1886.6097
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 216.3638 - mean_squared_error: 216.3638 - val_loss: 2298.2659 - val_mean_squared_error: 2298.2659
Epoch 4/25
81/81 [==============================] - 1s 13ms/step - loss: 162.6634 - mean_squared_error: 162.6634 - val_loss: 2572.1943 - val_mean_squared_error: 2572.1943
Epoch 5/25
81/81 [==============================] - 1s 12ms/step - loss: 145.0421 - mean_squared_error: 145.0421 - val_loss: 2438.8850 - val_mean_squared_error: 2438.8850
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 135.7238 - mean_squared_error: 135.7238 - val_loss: 2359.7139 - val_mean_squared_error: 2359.7136
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 136.6905 - mean_squared_error: 136.6905 - val_loss: 2351.7075 - val_mean_squared_error: 2351.7075
Epoch 8/25
81/81 [==============================] - 1s 10ms/step - loss: 129.5672 - mean_squared_error: 129.5672 - val_loss: 2354.0979 - val_mean_squared_error: 2354.0979
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 129.7587 - mean_squared_error: 129.7587 - val_loss: 2285.0447 - val_mean_squared_error: 2285.0447
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 117.4211 - mean_squared_error: 117.4211 - val_loss: 2412.1567 - val_mean_squared_error: 2412.1567
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 122.5423 - mean_squared_error: 122.5423 - val_loss: 2306.2117 - val_mean_squared_error: 2306.2117
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 123.0704 - mean_squared_error: 123.0704 - val_loss: 2422.4019 - val_mean_squared_error: 2422.4019
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 125.6901 - mean_squared_error: 125.6901 - val_loss: 2266.7466 - val_mean_squared_error: 2266.7466
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 122.0191 - mean_squared_error: 122.0191 - val_loss: 2059.6223 - val_mean_squared_error: 2059.6223
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 117.8160 - mean_squared_error: 117.8160 - val_loss: 2039.9270 - val_mean_squared_error: 2039.9270
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 120.7239 - mean_squared_error: 120.7239 - val_loss: 1975.2271 - val_mean_squared_error: 1975.2271
Epoch 17/25
81/81 [==============================] - 1s 10ms/step - loss: 121.8992 - mean_squared_error: 121.8992 - val_loss: 1978.8289 - val_mean_squared_error: 1978.8289
Epoch 18/25
81/81 [==============================] - 1s 9ms/step - loss: 111.2574 - mean_squared_error: 111.2574 - val_loss: 2098.1987 - val_mean_squared_error: 2098.1987
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 111.1540 - mean_squared_error: 111.1540 - val_loss: 1830.3503 - val_mean_squared_error: 1830.3503
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 108.5203 - mean_squared_error: 108.5203 - val_loss: 1776.9701 - val_mean_squared_error: 1776.9701
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 103.0456 - mean_squared_error: 103.0456 - val_loss: 1792.9900 - val_mean_squared_error: 1792.9900
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 102.2374 - mean_squared_error: 102.2374 - val_loss: 1802.0232 - val_mean_squared_error: 1802.0232
Epoch 23/25
81/81 [==============================] - 1s 10ms/step - loss: 95.3727 - mean_squared_error: 95.3727 - val_loss: 1821.8036 - val_mean_squared_error: 1821.8036
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 101.2331 - mean_squared_error: 101.2331 - val_loss: 1714.8490 - val_mean_squared_error: 1714.8490
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 91.2026 - mean_squared_error: 91.2026 - val_loss: 1627.3099 - val_mean_squared_error: 1627.3099
2022-12-09 12:53:48.680491: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.12548801 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.15281651 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18600112 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07933631 ... 0.         0.         0.        ]
 [1.         0.71099077 0.07306191 ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.08951478 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 12:53:49.495829: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2455.0339 - mean_squared_error: 2455.0339
2022-12-09 12:53:55.928619: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 8s 71ms/step - loss: 2455.0339 - mean_squared_error: 2455.0339 - val_loss: 1193.4358 - val_mean_squared_error: 1193.4358
Epoch 2/25
81/81 [==============================] - 1s 13ms/step - loss: 321.4154 - mean_squared_error: 321.4154 - val_loss: 1796.3414 - val_mean_squared_error: 1796.3414
Epoch 3/25
81/81 [==============================] - 1s 10ms/step - loss: 219.7556 - mean_squared_error: 219.7556 - val_loss: 2281.2297 - val_mean_squared_error: 2281.2297
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 164.5675 - mean_squared_error: 164.5675 - val_loss: 2498.8945 - val_mean_squared_error: 2498.8945
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 147.9410 - mean_squared_error: 147.9410 - val_loss: 2433.4421 - val_mean_squared_error: 2433.4421
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 145.6159 - mean_squared_error: 145.6159 - val_loss: 2575.0071 - val_mean_squared_error: 2575.0071
Epoch 7/25
81/81 [==============================] - 1s 8ms/step - loss: 142.2157 - mean_squared_error: 142.2157 - val_loss: 2604.4998 - val_mean_squared_error: 2604.4998
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 138.0227 - mean_squared_error: 138.0227 - val_loss: 2686.3425 - val_mean_squared_error: 2686.3425
Epoch 9/25
81/81 [==============================] - 1s 9ms/step - loss: 127.2570 - mean_squared_error: 127.2570 - val_loss: 2614.9568 - val_mean_squared_error: 2614.9568
Epoch 10/25
81/81 [==============================] - 1s 9ms/step - loss: 134.6560 - mean_squared_error: 134.6560 - val_loss: 2369.4060 - val_mean_squared_error: 2369.4060
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 133.9297 - mean_squared_error: 133.9297 - val_loss: 2344.9058 - val_mean_squared_error: 2344.9058
Epoch 12/25
81/81 [==============================] - 1s 11ms/step - loss: 123.6877 - mean_squared_error: 123.6877 - val_loss: 2301.8257 - val_mean_squared_error: 2301.8257
Epoch 13/25
81/81 [==============================] - 1s 10ms/step - loss: 126.8844 - mean_squared_error: 126.8844 - val_loss: 2356.9028 - val_mean_squared_error: 2356.9028
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 124.0026 - mean_squared_error: 124.0026 - val_loss: 2172.7566 - val_mean_squared_error: 2172.7566
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 120.0518 - mean_squared_error: 120.0518 - val_loss: 2114.0820 - val_mean_squared_error: 2114.0820
Epoch 16/25
81/81 [==============================] - 1s 10ms/step - loss: 124.0732 - mean_squared_error: 124.0732 - val_loss: 2134.7959 - val_mean_squared_error: 2134.7959
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 119.2337 - mean_squared_error: 119.2337 - val_loss: 2085.3662 - val_mean_squared_error: 2085.3662
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 118.7258 - mean_squared_error: 118.7258 - val_loss: 1864.1547 - val_mean_squared_error: 1864.1547
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 119.9538 - mean_squared_error: 119.9538 - val_loss: 1856.6552 - val_mean_squared_error: 1856.6552
Epoch 20/25
81/81 [==============================] - 1s 10ms/step - loss: 113.2405 - mean_squared_error: 113.2405 - val_loss: 1939.7915 - val_mean_squared_error: 1939.7915
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 107.6225 - mean_squared_error: 107.6225 - val_loss: 1613.1897 - val_mean_squared_error: 1613.1897
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 110.5478 - mean_squared_error: 110.5478 - val_loss: 1617.5723 - val_mean_squared_error: 1617.5723
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 103.7654 - mean_squared_error: 103.7654 - val_loss: 1443.0959 - val_mean_squared_error: 1443.0959
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 96.0270 - mean_squared_error: 96.0270 - val_loss: 1625.0648 - val_mean_squared_error: 1625.0648
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 96.1921 - mean_squared_error: 96.1921 - val_loss: 1259.5228 - val_mean_squared_error: 1259.5228
2022-12-09 12:54:14.644942: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.12548801 ... 0.         0.         0.        ]
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 [0.65978331 0.74087445 0.18600112 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07933631 ... 0.         0.         0.        ]
 [1.         0.71099077 0.07306191 ... 0.         0.         0.        ]
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(2577, 39)
(286, 39)
Epoch 1/25
2022-12-09 12:54:15.422976: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2439.9922 - mean_squared_error: 2439.9922
2022-12-09 12:54:21.234580: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2439.9922 - mean_squared_error: 2439.9922 - val_loss: 1339.2738 - val_mean_squared_error: 1339.2738
Epoch 2/25
81/81 [==============================] - 1s 15ms/step - loss: 320.3918 - mean_squared_error: 320.3918 - val_loss: 1912.9261 - val_mean_squared_error: 1912.9261
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 220.9767 - mean_squared_error: 220.9767 - val_loss: 2535.7095 - val_mean_squared_error: 2535.7095
Epoch 4/25
81/81 [==============================] - 1s 10ms/step - loss: 165.8675 - mean_squared_error: 165.8675 - val_loss: 2558.3267 - val_mean_squared_error: 2558.3267
Epoch 5/25
81/81 [==============================] - 1s 13ms/step - loss: 149.2431 - mean_squared_error: 149.2431 - val_loss: 2521.7009 - val_mean_squared_error: 2521.7009
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 143.1779 - mean_squared_error: 143.1779 - val_loss: 2553.0576 - val_mean_squared_error: 2553.0576
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 138.3218 - mean_squared_error: 138.3218 - val_loss: 2488.4680 - val_mean_squared_error: 2488.4680
Epoch 8/25
81/81 [==============================] - 1s 8ms/step - loss: 127.6832 - mean_squared_error: 127.6832 - val_loss: 2508.7036 - val_mean_squared_error: 2508.7036
Epoch 9/25
81/81 [==============================] - 1s 16ms/step - loss: 132.8247 - mean_squared_error: 132.8247 - val_loss: 2420.9333 - val_mean_squared_error: 2420.9333
Epoch 10/25
81/81 [==============================] - 1s 17ms/step - loss: 126.2793 - mean_squared_error: 126.2793 - val_loss: 2435.5562 - val_mean_squared_error: 2435.5562
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 125.4342 - mean_squared_error: 125.4342 - val_loss: 2386.2732 - val_mean_squared_error: 2386.2732
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 122.9319 - mean_squared_error: 122.9319 - val_loss: 2339.0801 - val_mean_squared_error: 2339.0801
Epoch 13/25
81/81 [==============================] - 1s 8ms/step - loss: 118.6837 - mean_squared_error: 118.6837 - val_loss: 2408.0591 - val_mean_squared_error: 2408.0591
Epoch 14/25
81/81 [==============================] - 1s 9ms/step - loss: 119.7079 - mean_squared_error: 119.7079 - val_loss: 2072.9570 - val_mean_squared_error: 2072.9570
Epoch 15/25
81/81 [==============================] - 1s 8ms/step - loss: 117.5896 - mean_squared_error: 117.5896 - val_loss: 2038.3474 - val_mean_squared_error: 2038.3474
Epoch 16/25
81/81 [==============================] - 1s 11ms/step - loss: 114.5788 - mean_squared_error: 114.5788 - val_loss: 2089.8782 - val_mean_squared_error: 2089.8782
Epoch 17/25
81/81 [==============================] - 1s 9ms/step - loss: 116.4953 - mean_squared_error: 116.4953 - val_loss: 1914.3263 - val_mean_squared_error: 1914.3263
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 103.3958 - mean_squared_error: 103.3958 - val_loss: 1936.9055 - val_mean_squared_error: 1936.9055
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 104.1535 - mean_squared_error: 104.1535 - val_loss: 1908.7242 - val_mean_squared_error: 1908.7242
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 105.6881 - mean_squared_error: 105.6881 - val_loss: 1582.2931 - val_mean_squared_error: 1582.2931
Epoch 21/25
81/81 [==============================] - 1s 8ms/step - loss: 98.2510 - mean_squared_error: 98.2510 - val_loss: 1804.6676 - val_mean_squared_error: 1804.6676
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 90.5079 - mean_squared_error: 90.5079 - val_loss: 1683.6354 - val_mean_squared_error: 1683.6354
Epoch 23/25
81/81 [==============================] - 1s 8ms/step - loss: 92.3622 - mean_squared_error: 92.3622 - val_loss: 1645.5491 - val_mean_squared_error: 1645.5491
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 92.9716 - mean_squared_error: 92.9716 - val_loss: 1804.6440 - val_mean_squared_error: 1804.6440
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 90.0915 - mean_squared_error: 90.0915 - val_loss: 1856.0089 - val_mean_squared_error: 1856.0089
2022-12-09 12:54:41.324130: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.6737802  0.15281651 0.44309554 ... 0.         0.         0.        ]
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 ...
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 [1.         0.07306191 0.76512307 ... 0.         0.         0.        ]
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(2577, 42)
(286, 42)
Epoch 1/25
2022-12-09 12:54:42.097689: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2510.5212 - mean_squared_error: 2510.5212
2022-12-09 12:54:47.727525: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 58ms/step - loss: 2510.5212 - mean_squared_error: 2510.5212 - val_loss: 1256.2865 - val_mean_squared_error: 1256.2865
Epoch 2/25
81/81 [==============================] - 1s 17ms/step - loss: 325.7375 - mean_squared_error: 325.7375 - val_loss: 1893.1298 - val_mean_squared_error: 1893.1298
Epoch 3/25
81/81 [==============================] - 1s 12ms/step - loss: 223.2894 - mean_squared_error: 223.2894 - val_loss: 2253.3350 - val_mean_squared_error: 2253.3350
Epoch 4/25
81/81 [==============================] - 1s 12ms/step - loss: 165.3351 - mean_squared_error: 165.3351 - val_loss: 2624.6299 - val_mean_squared_error: 2624.6299
Epoch 5/25
81/81 [==============================] - 1s 12ms/step - loss: 153.8172 - mean_squared_error: 153.8172 - val_loss: 2525.0969 - val_mean_squared_error: 2525.0969
Epoch 6/25
81/81 [==============================] - 1s 8ms/step - loss: 137.2528 - mean_squared_error: 137.2528 - val_loss: 2564.5549 - val_mean_squared_error: 2564.5549
Epoch 7/25
81/81 [==============================] - 1s 9ms/step - loss: 134.4614 - mean_squared_error: 134.4614 - val_loss: 2521.1094 - val_mean_squared_error: 2521.1094
Epoch 8/25
81/81 [==============================] - 1s 17ms/step - loss: 134.6447 - mean_squared_error: 134.6447 - val_loss: 2590.9326 - val_mean_squared_error: 2590.9326
Epoch 9/25
81/81 [==============================] - 1s 8ms/step - loss: 132.2674 - mean_squared_error: 132.2674 - val_loss: 2600.1682 - val_mean_squared_error: 2600.1682
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 126.0237 - mean_squared_error: 126.0237 - val_loss: 2426.1663 - val_mean_squared_error: 2426.1663
Epoch 11/25
81/81 [==============================] - 1s 10ms/step - loss: 119.2859 - mean_squared_error: 119.2859 - val_loss: 2502.2561 - val_mean_squared_error: 2502.2561
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 126.3175 - mean_squared_error: 126.3175 - val_loss: 2414.9016 - val_mean_squared_error: 2414.9016
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 124.1258 - mean_squared_error: 124.1258 - val_loss: 2525.7644 - val_mean_squared_error: 2525.7644
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 125.0680 - mean_squared_error: 125.0680 - val_loss: 2436.9871 - val_mean_squared_error: 2436.9871
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 120.3503 - mean_squared_error: 120.3503 - val_loss: 2306.6519 - val_mean_squared_error: 2306.6519
Epoch 16/25
81/81 [==============================] - 1s 9ms/step - loss: 122.0920 - mean_squared_error: 122.0920 - val_loss: 2127.5476 - val_mean_squared_error: 2127.5476
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 117.8831 - mean_squared_error: 117.8831 - val_loss: 2011.7653 - val_mean_squared_error: 2011.7653
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 119.0675 - mean_squared_error: 119.0675 - val_loss: 1822.0089 - val_mean_squared_error: 1822.0089
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 107.9385 - mean_squared_error: 107.9385 - val_loss: 2049.2742 - val_mean_squared_error: 2049.2742
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 109.8759 - mean_squared_error: 109.8759 - val_loss: 2022.1316 - val_mean_squared_error: 2022.1316
Epoch 21/25
81/81 [==============================] - 1s 10ms/step - loss: 112.7916 - mean_squared_error: 112.7916 - val_loss: 1954.1836 - val_mean_squared_error: 1954.1836
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 102.8521 - mean_squared_error: 102.8521 - val_loss: 1822.6418 - val_mean_squared_error: 1822.6418
Epoch 23/25
81/81 [==============================] - 1s 9ms/step - loss: 103.2834 - mean_squared_error: 103.2834 - val_loss: 1476.8346 - val_mean_squared_error: 1476.8346
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 94.1554 - mean_squared_error: 94.1554 - val_loss: 1769.8127 - val_mean_squared_error: 1769.8127
Epoch 25/25
81/81 [==============================] - 1s 8ms/step - loss: 102.2998 - mean_squared_error: 102.2998 - val_loss: 1737.6339 - val_mean_squared_error: 1737.6339
2022-12-09 12:55:07.313494: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.6737802  0.15281651 0.44309554 ... 0.         0.         0.        ]
 [0.65978331 0.18600112 0.44272007 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.07933631 0.74735086 ... 0.         0.         0.        ]
 [1.         0.07306191 0.76512307 ... 0.         0.         0.        ]
 [0.99225423 0.08951478 0.76583229 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/25
2022-12-09 12:55:08.083613: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2462.4666 - mean_squared_error: 2462.4666
2022-12-09 12:55:13.619802: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2462.4666 - mean_squared_error: 2462.4666 - val_loss: 1301.1477 - val_mean_squared_error: 1301.1477
Epoch 2/25
81/81 [==============================] - 2s 20ms/step - loss: 324.4162 - mean_squared_error: 324.4162 - val_loss: 2000.9550 - val_mean_squared_error: 2000.9550
Epoch 3/25
81/81 [==============================] - 1s 11ms/step - loss: 221.7138 - mean_squared_error: 221.7138 - val_loss: 2350.7717 - val_mean_squared_error: 2350.7717
Epoch 4/25
81/81 [==============================] - 1s 13ms/step - loss: 169.4448 - mean_squared_error: 169.4448 - val_loss: 2467.2683 - val_mean_squared_error: 2467.2683
Epoch 5/25
81/81 [==============================] - 1s 9ms/step - loss: 153.8614 - mean_squared_error: 153.8614 - val_loss: 2366.0371 - val_mean_squared_error: 2366.0371
Epoch 6/25
81/81 [==============================] - 1s 11ms/step - loss: 131.2595 - mean_squared_error: 131.2595 - val_loss: 2200.0833 - val_mean_squared_error: 2200.0833
Epoch 7/25
81/81 [==============================] - 1s 10ms/step - loss: 137.3705 - mean_squared_error: 137.3705 - val_loss: 2347.4758 - val_mean_squared_error: 2347.4758
Epoch 8/25
81/81 [==============================] - 1s 9ms/step - loss: 135.2416 - mean_squared_error: 135.2416 - val_loss: 2088.0745 - val_mean_squared_error: 2088.0745
Epoch 9/25
81/81 [==============================] - 1s 10ms/step - loss: 127.8802 - mean_squared_error: 127.8802 - val_loss: 2373.9624 - val_mean_squared_error: 2373.9624
Epoch 10/25
81/81 [==============================] - 1s 8ms/step - loss: 135.5824 - mean_squared_error: 135.5824 - val_loss: 2428.1550 - val_mean_squared_error: 2428.1548
Epoch 11/25
81/81 [==============================] - 1s 8ms/step - loss: 130.7247 - mean_squared_error: 130.7247 - val_loss: 2556.9773 - val_mean_squared_error: 2556.9773
Epoch 12/25
81/81 [==============================] - 1s 8ms/step - loss: 133.8555 - mean_squared_error: 133.8555 - val_loss: 2060.9612 - val_mean_squared_error: 2060.9612
Epoch 13/25
81/81 [==============================] - 1s 9ms/step - loss: 135.4419 - mean_squared_error: 135.4419 - val_loss: 2205.4373 - val_mean_squared_error: 2205.4373
Epoch 14/25
81/81 [==============================] - 1s 8ms/step - loss: 127.9884 - mean_squared_error: 127.9884 - val_loss: 2058.3174 - val_mean_squared_error: 2058.3174
Epoch 15/25
81/81 [==============================] - 1s 9ms/step - loss: 119.6609 - mean_squared_error: 119.6609 - val_loss: 1949.5839 - val_mean_squared_error: 1949.5839
Epoch 16/25
81/81 [==============================] - 1s 8ms/step - loss: 118.2050 - mean_squared_error: 118.2050 - val_loss: 2044.6571 - val_mean_squared_error: 2044.6569
Epoch 17/25
81/81 [==============================] - 1s 8ms/step - loss: 117.6400 - mean_squared_error: 117.6400 - val_loss: 1886.9755 - val_mean_squared_error: 1886.9755
Epoch 18/25
81/81 [==============================] - 1s 8ms/step - loss: 111.7526 - mean_squared_error: 111.7526 - val_loss: 1737.4750 - val_mean_squared_error: 1737.4750
Epoch 19/25
81/81 [==============================] - 1s 8ms/step - loss: 109.3506 - mean_squared_error: 109.3506 - val_loss: 1560.7086 - val_mean_squared_error: 1560.7086
Epoch 20/25
81/81 [==============================] - 1s 8ms/step - loss: 110.5663 - mean_squared_error: 110.5663 - val_loss: 1545.6649 - val_mean_squared_error: 1545.6649
Epoch 21/25
81/81 [==============================] - 1s 9ms/step - loss: 111.1005 - mean_squared_error: 111.1005 - val_loss: 1378.3191 - val_mean_squared_error: 1378.3191
Epoch 22/25
81/81 [==============================] - 1s 8ms/step - loss: 102.2527 - mean_squared_error: 102.2527 - val_loss: 1584.0587 - val_mean_squared_error: 1584.0587
Epoch 23/25
81/81 [==============================] - 1s 14ms/step - loss: 102.5665 - mean_squared_error: 102.5665 - val_loss: 1265.9871 - val_mean_squared_error: 1265.9871
Epoch 24/25
81/81 [==============================] - 1s 8ms/step - loss: 101.0671 - mean_squared_error: 101.0671 - val_loss: 1492.7566 - val_mean_squared_error: 1492.7566
Epoch 25/25
81/81 [==============================] - 1s 9ms/step - loss: 92.0510 - mean_squared_error: 92.0510 - val_loss: 1112.0535 - val_mean_squared_error: 1112.0535
2022-12-09 12:55:33.585619: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx :  4
best_solution :  [1 0 0 0 0 1 0 1 0 1 1 1 0 0 1 0 0 1 0 0 1 1 0 0 0 0 1 0 1 0 1 0 0 1 1 1 1
 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 1 1 0 0 0 1 0 1 0 1 1 0 1 1 1 1 1 1 0 0 0
 1 1 1 1 1 1 1]
Selected indices :  [ 0  5  7  9 10 11 14 17 20 21 26 28 30 33 34 35 36 47 48 49 50 51 53 54
 58 60 62 63 65 66 67 68 69 70 74 75 76 77 78 79 80]
Number of selected elements :  41
Best solution fitness :  0.0008951445973968857
In [77]:
reduced_data_inputs = data_inputs[:, [   0 , 5 , 7,  9, 10, 11, 14 ,17, 20, 21, 26, 28, 30, 33, 34, 35, 36, 47, 48, 49, 50, 51, 53, 54,
 58, 60, 62, 63, 65, 66, 67, 68, 69, 70, 74, 75, 76, 77, 78, 79, 80]]
In [78]:
train_data_ann = reduced_data_inputs[train_indices, :]
test_data_ann = reduced_data_inputs[test_indices, :]
In [79]:
train_data_ann.shape
Out[79]:
(2577, 41)
In [81]:
y_train_ann = data_outputs[train_indices]

y_test_ann = data_outputs[test_indices]
In [82]:
model_nn = Sequential()
model_nn.add(Dense(128, activation = 'sigmoid',input_shape = (train_data_ann.shape[1],)))
model_nn.add(Dropout(0.2))
model_nn.add(BatchNormalization())
model_nn.add(Dense(128, activation = 'relu'))
model_nn.add(Dense(128, activation = 'relu'))
model_nn.add(Dense(1, activation='relu'))

opt = Adam()

model_nn.compile(optimizer=opt,  loss='mean_squared_error', metrics='mean_squared_error')
history_nn = model_nn.fit(train_data_ann, y_train_ann, epochs = 100, validation_data = [test_data_ann, y_test_ann])
2022-12-09 16:43:09.995501: W tensorflow/core/platform/profile_utils/cpu_utils.cc:128] Failed to get CPU frequency: 0 Hz
2022-12-09 16:43:10.145530: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Epoch 1/100
81/81 [==============================] - 1s 9ms/step - loss: 6334.6709 - mean_squared_error: 6334.6709 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/100
 8/81 [=>............................] - ETA: 0s - loss: 6440.0654 - mean_squared_error: 6440.0654
2022-12-09 16:43:11.052232: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6719 - mean_squared_error: 6334.6719 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 4/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6729 - mean_squared_error: 6334.6729 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 5/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6719 - mean_squared_error: 6334.6719 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 6/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6714 - mean_squared_error: 6334.6714 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 7/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6704 - mean_squared_error: 6334.6704 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 8/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6729 - mean_squared_error: 6334.6729 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 9/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6714 - mean_squared_error: 6334.6714 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 10/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6719 - mean_squared_error: 6334.6719 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 11/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6709 - mean_squared_error: 6334.6709 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 12/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 13/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6719 - mean_squared_error: 6334.6719 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 14/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6719 - mean_squared_error: 6334.6719 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 15/100
81/81 [==============================] - 1s 7ms/step - loss: 6334.6714 - mean_squared_error: 6334.6714 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 16/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 17/100
81/81 [==============================] - 1s 7ms/step - loss: 6334.6714 - mean_squared_error: 6334.6714 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 18/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6704 - mean_squared_error: 6334.6704 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 19/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 20/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6719 - mean_squared_error: 6334.6719 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 21/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6719 - mean_squared_error: 6334.6719 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 22/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6704 - mean_squared_error: 6334.6704 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 23/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6704 - mean_squared_error: 6334.6704 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 24/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 25/100
81/81 [==============================] - 1s 7ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 26/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6719 - mean_squared_error: 6334.6719 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 27/100
81/81 [==============================] - 1s 7ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 28/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6714 - mean_squared_error: 6334.6714 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 29/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6733 - mean_squared_error: 6334.6733 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 30/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 31/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6704 - mean_squared_error: 6334.6704 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 32/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6733 - mean_squared_error: 6334.6733 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 33/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 34/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6709 - mean_squared_error: 6334.6709 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 35/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6719 - mean_squared_error: 6334.6719 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 36/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 37/100
81/81 [==============================] - 1s 7ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 38/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6714 - mean_squared_error: 6334.6714 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 39/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6709 - mean_squared_error: 6334.6709 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 40/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6709 - mean_squared_error: 6334.6709 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 41/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 42/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6719 - mean_squared_error: 6334.6719 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 43/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 44/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6709 - mean_squared_error: 6334.6709 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 45/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6714 - mean_squared_error: 6334.6714 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 46/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6729 - mean_squared_error: 6334.6729 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 47/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6709 - mean_squared_error: 6334.6709 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 48/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 49/100
81/81 [==============================] - 1s 7ms/step - loss: 6334.6704 - mean_squared_error: 6334.6704 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 50/100
81/81 [==============================] - 1s 7ms/step - loss: 6334.6704 - mean_squared_error: 6334.6704 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 51/100
81/81 [==============================] - 1s 7ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 52/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6719 - mean_squared_error: 6334.6719 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 53/100
81/81 [==============================] - 1s 7ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 54/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6709 - mean_squared_error: 6334.6709 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 55/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6709 - mean_squared_error: 6334.6709 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 56/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 57/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6729 - mean_squared_error: 6334.6729 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 58/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 59/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6709 - mean_squared_error: 6334.6709 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 60/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6714 - mean_squared_error: 6334.6714 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 61/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 62/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6714 - mean_squared_error: 6334.6714 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 63/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 64/100
81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 65/100
81/81 [==============================] - 1s 8ms/step - loss: 6322.5117 - mean_squared_error: 6322.5117 - val_loss: 2989.6125 - val_mean_squared_error: 2989.6125
Epoch 66/100
81/81 [==============================] - 1s 8ms/step - loss: 702.4682 - mean_squared_error: 702.4682 - val_loss: 2562.2031 - val_mean_squared_error: 2562.2031
Epoch 67/100
81/81 [==============================] - 1s 7ms/step - loss: 167.7946 - mean_squared_error: 167.7946 - val_loss: 2079.3723 - val_mean_squared_error: 2079.3723
Epoch 68/100
81/81 [==============================] - 1s 7ms/step - loss: 147.1697 - mean_squared_error: 147.1697 - val_loss: 2258.4800 - val_mean_squared_error: 2258.4800
Epoch 69/100
81/81 [==============================] - 1s 8ms/step - loss: 142.5865 - mean_squared_error: 142.5865 - val_loss: 2051.7507 - val_mean_squared_error: 2051.7505
Epoch 70/100
81/81 [==============================] - 1s 8ms/step - loss: 138.2778 - mean_squared_error: 138.2778 - val_loss: 2124.7263 - val_mean_squared_error: 2124.7263
Epoch 71/100
81/81 [==============================] - 1s 8ms/step - loss: 129.6876 - mean_squared_error: 129.6876 - val_loss: 2064.8970 - val_mean_squared_error: 2064.8970
Epoch 72/100
81/81 [==============================] - 1s 8ms/step - loss: 129.3446 - mean_squared_error: 129.3446 - val_loss: 1944.3743 - val_mean_squared_error: 1944.3743
Epoch 73/100
81/81 [==============================] - 1s 8ms/step - loss: 132.5877 - mean_squared_error: 132.5877 - val_loss: 1835.8247 - val_mean_squared_error: 1835.8247
Epoch 74/100
81/81 [==============================] - 1s 8ms/step - loss: 123.4942 - mean_squared_error: 123.4942 - val_loss: 1746.5275 - val_mean_squared_error: 1746.5275
Epoch 75/100
81/81 [==============================] - 1s 8ms/step - loss: 118.3493 - mean_squared_error: 118.3493 - val_loss: 1602.7944 - val_mean_squared_error: 1602.7944
Epoch 76/100
81/81 [==============================] - 1s 8ms/step - loss: 121.2151 - mean_squared_error: 121.2151 - val_loss: 1628.8861 - val_mean_squared_error: 1628.8861
Epoch 77/100
81/81 [==============================] - 1s 8ms/step - loss: 115.1444 - mean_squared_error: 115.1444 - val_loss: 1258.4623 - val_mean_squared_error: 1258.4623
Epoch 78/100
81/81 [==============================] - 1s 7ms/step - loss: 115.0989 - mean_squared_error: 115.0989 - val_loss: 1195.8456 - val_mean_squared_error: 1195.8456
Epoch 79/100
81/81 [==============================] - 1s 8ms/step - loss: 109.2188 - mean_squared_error: 109.2188 - val_loss: 1145.2429 - val_mean_squared_error: 1145.2429
Epoch 80/100
81/81 [==============================] - 1s 8ms/step - loss: 115.3049 - mean_squared_error: 115.3049 - val_loss: 1053.3711 - val_mean_squared_error: 1053.3711
Epoch 81/100
81/81 [==============================] - 1s 8ms/step - loss: 112.9429 - mean_squared_error: 112.9429 - val_loss: 1149.2200 - val_mean_squared_error: 1149.2200
Epoch 82/100
81/81 [==============================] - 1s 8ms/step - loss: 100.8549 - mean_squared_error: 100.8549 - val_loss: 992.7377 - val_mean_squared_error: 992.7377
Epoch 83/100
81/81 [==============================] - 1s 8ms/step - loss: 102.4521 - mean_squared_error: 102.4521 - val_loss: 883.2311 - val_mean_squared_error: 883.2311
Epoch 84/100
81/81 [==============================] - 1s 8ms/step - loss: 103.7124 - mean_squared_error: 103.7124 - val_loss: 1074.7314 - val_mean_squared_error: 1074.7314
Epoch 85/100
81/81 [==============================] - 1s 8ms/step - loss: 96.5222 - mean_squared_error: 96.5222 - val_loss: 871.7490 - val_mean_squared_error: 871.7490
Epoch 86/100
81/81 [==============================] - 1s 8ms/step - loss: 99.2997 - mean_squared_error: 99.2997 - val_loss: 788.4041 - val_mean_squared_error: 788.4041
Epoch 87/100
81/81 [==============================] - 1s 8ms/step - loss: 100.9195 - mean_squared_error: 100.9195 - val_loss: 709.0814 - val_mean_squared_error: 709.0814
Epoch 88/100
81/81 [==============================] - 1s 8ms/step - loss: 98.0730 - mean_squared_error: 98.0730 - val_loss: 612.5357 - val_mean_squared_error: 612.5357
Epoch 89/100
81/81 [==============================] - 1s 8ms/step - loss: 89.6764 - mean_squared_error: 89.6764 - val_loss: 627.9725 - val_mean_squared_error: 627.9725
Epoch 90/100
81/81 [==============================] - 1s 8ms/step - loss: 87.5772 - mean_squared_error: 87.5772 - val_loss: 853.0435 - val_mean_squared_error: 853.0435
Epoch 91/100
81/81 [==============================] - 1s 8ms/step - loss: 87.7942 - mean_squared_error: 87.7942 - val_loss: 704.4908 - val_mean_squared_error: 704.4908
Epoch 92/100
81/81 [==============================] - 1s 8ms/step - loss: 84.9635 - mean_squared_error: 84.9635 - val_loss: 674.9868 - val_mean_squared_error: 674.9868
Epoch 93/100
81/81 [==============================] - 1s 8ms/step - loss: 84.6088 - mean_squared_error: 84.6088 - val_loss: 601.9120 - val_mean_squared_error: 601.9120
Epoch 94/100
81/81 [==============================] - 1s 8ms/step - loss: 79.7513 - mean_squared_error: 79.7513 - val_loss: 742.5476 - val_mean_squared_error: 742.5476
Epoch 95/100
81/81 [==============================] - 1s 8ms/step - loss: 79.8271 - mean_squared_error: 79.8271 - val_loss: 590.5106 - val_mean_squared_error: 590.5106
Epoch 96/100
81/81 [==============================] - 1s 8ms/step - loss: 84.8335 - mean_squared_error: 84.8335 - val_loss: 553.4356 - val_mean_squared_error: 553.4356
Epoch 97/100
81/81 [==============================] - 1s 7ms/step - loss: 77.4249 - mean_squared_error: 77.4249 - val_loss: 459.4814 - val_mean_squared_error: 459.4814
Epoch 98/100
81/81 [==============================] - 1s 7ms/step - loss: 80.3979 - mean_squared_error: 80.3979 - val_loss: 515.1418 - val_mean_squared_error: 515.1418
Epoch 99/100
81/81 [==============================] - 1s 8ms/step - loss: 78.1820 - mean_squared_error: 78.1820 - val_loss: 397.8671 - val_mean_squared_error: 397.8671
Epoch 100/100
81/81 [==============================] - 1s 8ms/step - loss: 76.9606 - mean_squared_error: 76.9606 - val_loss: 344.2016 - val_mean_squared_error: 344.2016
In [ ]:
 
In [83]:
y_pred__test_ga_nn = model_nn.predict(test_data_ann)
y_pred__train_ga_nn = model_nn.predict(train_data_ann)
2022-12-09 16:44:16.813375: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
In [103]:
#Main Architechture ANN
model_nn = Sequential()
model_nn.add(Dense(128, activation = 'sigmoid',input_shape = (X_train.shape[1],)))
model_nn.add(Dropout(0.2))
model_nn.add(BatchNormalization())
model_nn.add(Dense(128, activation = 'relu'))
model_nn.add(Dense(128, activation = 'relu'))
model_nn.add(Dense(1, activation='relu'))

opt = Adam()

model_nn.compile(optimizer=opt,  loss='mean_squared_error', metrics='mean_squared_error')

history_nn = model_nn.fit(X_train, y_train, epochs = 100, 
             validation_data = [X_test, y_test])
Epoch 1/100
 1/81 [..............................] - ETA: 25s - loss: 5526.8862 - mean_squared_error: 5526.8862
2022-12-09 17:17:10.563268: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 1s 10ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/100
 8/81 [=>............................] - ETA: 0s - loss: 6339.9668 - mean_squared_error: 6339.9668
2022-12-09 17:17:11.442433: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 1s 8ms/step - loss: 6334.6631 - mean_squared_error: 6334.6631 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/100
81/81 [==============================] - 1s 8ms/step - loss: 1747.6044 - mean_squared_error: 1747.6044 - val_loss: 1564.3827 - val_mean_squared_error: 1564.3827
Epoch 4/100
81/81 [==============================] - 1s 8ms/step - loss: 72.3302 - mean_squared_error: 72.3302 - val_loss: 1900.6294 - val_mean_squared_error: 1900.6294
Epoch 5/100
81/81 [==============================] - 1s 8ms/step - loss: 54.8067 - mean_squared_error: 54.8067 - val_loss: 2106.8301 - val_mean_squared_error: 2106.8301
Epoch 6/100
81/81 [==============================] - 1s 8ms/step - loss: 49.1724 - mean_squared_error: 49.1724 - val_loss: 2147.6216 - val_mean_squared_error: 2147.6216
Epoch 7/100
81/81 [==============================] - 1s 8ms/step - loss: 42.7373 - mean_squared_error: 42.7373 - val_loss: 2233.4321 - val_mean_squared_error: 2233.4321
Epoch 8/100
81/81 [==============================] - 1s 8ms/step - loss: 39.3994 - mean_squared_error: 39.3994 - val_loss: 2281.6738 - val_mean_squared_error: 2281.6738
Epoch 9/100
81/81 [==============================] - 1s 8ms/step - loss: 38.6420 - mean_squared_error: 38.6420 - val_loss: 2193.5852 - val_mean_squared_error: 2193.5852
Epoch 10/100
81/81 [==============================] - 1s 8ms/step - loss: 38.8651 - mean_squared_error: 38.8651 - val_loss: 2209.5571 - val_mean_squared_error: 2209.5571
Epoch 11/100
81/81 [==============================] - 1s 8ms/step - loss: 43.0868 - mean_squared_error: 43.0868 - val_loss: 2266.3347 - val_mean_squared_error: 2266.3347
Epoch 12/100
81/81 [==============================] - 1s 8ms/step - loss: 40.9041 - mean_squared_error: 40.9041 - val_loss: 2144.6250 - val_mean_squared_error: 2144.6250
Epoch 13/100
81/81 [==============================] - 1s 8ms/step - loss: 38.9563 - mean_squared_error: 38.9563 - val_loss: 2029.2386 - val_mean_squared_error: 2029.2386
Epoch 14/100
81/81 [==============================] - 1s 8ms/step - loss: 30.6986 - mean_squared_error: 30.6986 - val_loss: 2095.4822 - val_mean_squared_error: 2095.4822
Epoch 15/100
81/81 [==============================] - 1s 8ms/step - loss: 39.9870 - mean_squared_error: 39.9870 - val_loss: 2070.7480 - val_mean_squared_error: 2070.7480
Epoch 16/100
81/81 [==============================] - 1s 8ms/step - loss: 41.4760 - mean_squared_error: 41.4760 - val_loss: 1935.4486 - val_mean_squared_error: 1935.4486
Epoch 17/100
81/81 [==============================] - 1s 8ms/step - loss: 40.0728 - mean_squared_error: 40.0728 - val_loss: 2160.9487 - val_mean_squared_error: 2160.9487
Epoch 18/100
81/81 [==============================] - 1s 8ms/step - loss: 34.1476 - mean_squared_error: 34.1476 - val_loss: 1975.4473 - val_mean_squared_error: 1975.4473
Epoch 19/100
81/81 [==============================] - 1s 8ms/step - loss: 44.3044 - mean_squared_error: 44.3044 - val_loss: 1869.0446 - val_mean_squared_error: 1869.0446
Epoch 20/100
81/81 [==============================] - 1s 8ms/step - loss: 34.2134 - mean_squared_error: 34.2134 - val_loss: 1812.9460 - val_mean_squared_error: 1812.9460
Epoch 21/100
81/81 [==============================] - 1s 8ms/step - loss: 35.7597 - mean_squared_error: 35.7597 - val_loss: 1726.0461 - val_mean_squared_error: 1726.0461
Epoch 22/100
81/81 [==============================] - 1s 8ms/step - loss: 36.2443 - mean_squared_error: 36.2443 - val_loss: 1707.1045 - val_mean_squared_error: 1707.1045
Epoch 23/100
81/81 [==============================] - 1s 8ms/step - loss: 32.3756 - mean_squared_error: 32.3756 - val_loss: 1682.9875 - val_mean_squared_error: 1682.9875
Epoch 24/100
81/81 [==============================] - 1s 8ms/step - loss: 34.5654 - mean_squared_error: 34.5654 - val_loss: 1687.9838 - val_mean_squared_error: 1687.9838
Epoch 25/100
81/81 [==============================] - 1s 8ms/step - loss: 35.6989 - mean_squared_error: 35.6989 - val_loss: 1728.9198 - val_mean_squared_error: 1728.9198
Epoch 26/100
81/81 [==============================] - 1s 8ms/step - loss: 35.3952 - mean_squared_error: 35.3952 - val_loss: 1660.1007 - val_mean_squared_error: 1660.1007
Epoch 27/100
81/81 [==============================] - 1s 8ms/step - loss: 36.5092 - mean_squared_error: 36.5092 - val_loss: 1418.7063 - val_mean_squared_error: 1418.7063
Epoch 28/100
81/81 [==============================] - 1s 8ms/step - loss: 37.8989 - mean_squared_error: 37.8989 - val_loss: 1758.6995 - val_mean_squared_error: 1758.6995
Epoch 29/100
81/81 [==============================] - 1s 8ms/step - loss: 42.9441 - mean_squared_error: 42.9441 - val_loss: 1437.5389 - val_mean_squared_error: 1437.5389
Epoch 30/100
81/81 [==============================] - 1s 8ms/step - loss: 36.9662 - mean_squared_error: 36.9662 - val_loss: 1391.8309 - val_mean_squared_error: 1391.8309
Epoch 31/100
81/81 [==============================] - 1s 8ms/step - loss: 29.7418 - mean_squared_error: 29.7418 - val_loss: 1576.3597 - val_mean_squared_error: 1576.3597
Epoch 32/100
81/81 [==============================] - 1s 8ms/step - loss: 30.6758 - mean_squared_error: 30.6758 - val_loss: 1565.0532 - val_mean_squared_error: 1565.0532
Epoch 33/100
81/81 [==============================] - 1s 8ms/step - loss: 35.8518 - mean_squared_error: 35.8518 - val_loss: 1538.6613 - val_mean_squared_error: 1538.6613
Epoch 34/100
81/81 [==============================] - 1s 8ms/step - loss: 36.5330 - mean_squared_error: 36.5330 - val_loss: 1526.6255 - val_mean_squared_error: 1526.6255
Epoch 35/100
81/81 [==============================] - 1s 8ms/step - loss: 32.4391 - mean_squared_error: 32.4391 - val_loss: 1496.3749 - val_mean_squared_error: 1496.3749
Epoch 36/100
81/81 [==============================] - 1s 8ms/step - loss: 33.8167 - mean_squared_error: 33.8167 - val_loss: 1518.7776 - val_mean_squared_error: 1518.7776
Epoch 37/100
81/81 [==============================] - 1s 8ms/step - loss: 30.2128 - mean_squared_error: 30.2128 - val_loss: 1355.7388 - val_mean_squared_error: 1355.7386
Epoch 38/100
81/81 [==============================] - 1s 8ms/step - loss: 33.5150 - mean_squared_error: 33.5150 - val_loss: 1487.9640 - val_mean_squared_error: 1487.9640
Epoch 39/100
81/81 [==============================] - 1s 8ms/step - loss: 34.2013 - mean_squared_error: 34.2013 - val_loss: 1399.2528 - val_mean_squared_error: 1399.2528
Epoch 40/100
81/81 [==============================] - 1s 8ms/step - loss: 28.7668 - mean_squared_error: 28.7668 - val_loss: 1366.4402 - val_mean_squared_error: 1366.4402
Epoch 41/100
81/81 [==============================] - 1s 8ms/step - loss: 34.1814 - mean_squared_error: 34.1814 - val_loss: 1329.1292 - val_mean_squared_error: 1329.1292
Epoch 42/100
81/81 [==============================] - 1s 8ms/step - loss: 28.8237 - mean_squared_error: 28.8237 - val_loss: 1263.3940 - val_mean_squared_error: 1263.3940
Epoch 43/100
81/81 [==============================] - 1s 8ms/step - loss: 35.4947 - mean_squared_error: 35.4947 - val_loss: 1455.4680 - val_mean_squared_error: 1455.4680
Epoch 44/100
81/81 [==============================] - 1s 8ms/step - loss: 26.6467 - mean_squared_error: 26.6467 - val_loss: 1185.8441 - val_mean_squared_error: 1185.8441
Epoch 45/100
81/81 [==============================] - 1s 8ms/step - loss: 34.6517 - mean_squared_error: 34.6517 - val_loss: 1350.9700 - val_mean_squared_error: 1350.9700
Epoch 46/100
81/81 [==============================] - 1s 8ms/step - loss: 33.0527 - mean_squared_error: 33.0527 - val_loss: 1237.7695 - val_mean_squared_error: 1237.7695
Epoch 47/100
81/81 [==============================] - 1s 8ms/step - loss: 29.8159 - mean_squared_error: 29.8159 - val_loss: 1159.9984 - val_mean_squared_error: 1159.9984
Epoch 48/100
81/81 [==============================] - 1s 8ms/step - loss: 35.0053 - mean_squared_error: 35.0053 - val_loss: 1678.6833 - val_mean_squared_error: 1678.6833
Epoch 49/100
81/81 [==============================] - 1s 9ms/step - loss: 27.9078 - mean_squared_error: 27.9078 - val_loss: 1256.7440 - val_mean_squared_error: 1256.7440
Epoch 50/100
81/81 [==============================] - 1s 8ms/step - loss: 27.1958 - mean_squared_error: 27.1958 - val_loss: 1234.7739 - val_mean_squared_error: 1234.7739
Epoch 51/100
81/81 [==============================] - 1s 8ms/step - loss: 30.3254 - mean_squared_error: 30.3254 - val_loss: 1068.0604 - val_mean_squared_error: 1068.0604
Epoch 52/100
81/81 [==============================] - 1s 8ms/step - loss: 27.4170 - mean_squared_error: 27.4170 - val_loss: 1322.2581 - val_mean_squared_error: 1322.2581
Epoch 53/100
81/81 [==============================] - 1s 8ms/step - loss: 25.0730 - mean_squared_error: 25.0730 - val_loss: 1207.5504 - val_mean_squared_error: 1207.5504
Epoch 54/100
81/81 [==============================] - 1s 8ms/step - loss: 29.2681 - mean_squared_error: 29.2681 - val_loss: 1110.3348 - val_mean_squared_error: 1110.3348
Epoch 55/100
81/81 [==============================] - 1s 8ms/step - loss: 27.2573 - mean_squared_error: 27.2573 - val_loss: 1195.2094 - val_mean_squared_error: 1195.2094
Epoch 56/100
81/81 [==============================] - 1s 8ms/step - loss: 26.5684 - mean_squared_error: 26.5684 - val_loss: 1145.2035 - val_mean_squared_error: 1145.2035
Epoch 57/100
81/81 [==============================] - 1s 8ms/step - loss: 24.1101 - mean_squared_error: 24.1101 - val_loss: 960.0526 - val_mean_squared_error: 960.0526
Epoch 58/100
81/81 [==============================] - 1s 7ms/step - loss: 31.9539 - mean_squared_error: 31.9539 - val_loss: 1183.9668 - val_mean_squared_error: 1183.9668
Epoch 59/100
81/81 [==============================] - 1s 7ms/step - loss: 27.3851 - mean_squared_error: 27.3851 - val_loss: 1158.4030 - val_mean_squared_error: 1158.4030
Epoch 60/100
81/81 [==============================] - 1s 8ms/step - loss: 27.7595 - mean_squared_error: 27.7595 - val_loss: 1308.2737 - val_mean_squared_error: 1308.2737
Epoch 61/100
81/81 [==============================] - 1s 8ms/step - loss: 22.8585 - mean_squared_error: 22.8585 - val_loss: 1182.7795 - val_mean_squared_error: 1182.7795
Epoch 62/100
81/81 [==============================] - 1s 8ms/step - loss: 28.2295 - mean_squared_error: 28.2295 - val_loss: 1155.2911 - val_mean_squared_error: 1155.2911
Epoch 63/100
81/81 [==============================] - 1s 8ms/step - loss: 29.3590 - mean_squared_error: 29.3590 - val_loss: 967.9388 - val_mean_squared_error: 967.9388
Epoch 64/100
81/81 [==============================] - 1s 8ms/step - loss: 23.8962 - mean_squared_error: 23.8962 - val_loss: 1063.1406 - val_mean_squared_error: 1063.1406
Epoch 65/100
81/81 [==============================] - 1s 8ms/step - loss: 25.5377 - mean_squared_error: 25.5377 - val_loss: 1222.8542 - val_mean_squared_error: 1222.8542
Epoch 66/100
81/81 [==============================] - 1s 8ms/step - loss: 25.9025 - mean_squared_error: 25.9025 - val_loss: 1067.4923 - val_mean_squared_error: 1067.4923
Epoch 67/100
81/81 [==============================] - 1s 8ms/step - loss: 27.5574 - mean_squared_error: 27.5574 - val_loss: 993.5450 - val_mean_squared_error: 993.5450
Epoch 68/100
81/81 [==============================] - 1s 8ms/step - loss: 27.0941 - mean_squared_error: 27.0941 - val_loss: 1121.9958 - val_mean_squared_error: 1121.9958
Epoch 69/100
81/81 [==============================] - 1s 8ms/step - loss: 21.6754 - mean_squared_error: 21.6754 - val_loss: 1152.4788 - val_mean_squared_error: 1152.4788
Epoch 70/100
81/81 [==============================] - 1s 9ms/step - loss: 27.4994 - mean_squared_error: 27.4994 - val_loss: 800.1244 - val_mean_squared_error: 800.1244
Epoch 71/100
81/81 [==============================] - 1s 10ms/step - loss: 24.9558 - mean_squared_error: 24.9558 - val_loss: 959.6923 - val_mean_squared_error: 959.6923
Epoch 72/100
81/81 [==============================] - 1s 8ms/step - loss: 26.0471 - mean_squared_error: 26.0471 - val_loss: 1192.9941 - val_mean_squared_error: 1192.9941
Epoch 73/100
81/81 [==============================] - 1s 8ms/step - loss: 26.6168 - mean_squared_error: 26.6168 - val_loss: 926.8901 - val_mean_squared_error: 926.8901
Epoch 74/100
81/81 [==============================] - 1s 8ms/step - loss: 25.8059 - mean_squared_error: 25.8059 - val_loss: 946.4683 - val_mean_squared_error: 946.4683
Epoch 75/100
81/81 [==============================] - 1s 8ms/step - loss: 24.7733 - mean_squared_error: 24.7733 - val_loss: 1001.5833 - val_mean_squared_error: 1001.5833
Epoch 76/100
81/81 [==============================] - 1s 8ms/step - loss: 25.2519 - mean_squared_error: 25.2519 - val_loss: 1045.1542 - val_mean_squared_error: 1045.1541
Epoch 77/100
81/81 [==============================] - 1s 8ms/step - loss: 22.3246 - mean_squared_error: 22.3246 - val_loss: 1106.0219 - val_mean_squared_error: 1106.0219
Epoch 78/100
81/81 [==============================] - 1s 8ms/step - loss: 23.7462 - mean_squared_error: 23.7462 - val_loss: 1151.8929 - val_mean_squared_error: 1151.8929
Epoch 79/100
81/81 [==============================] - 1s 8ms/step - loss: 22.8883 - mean_squared_error: 22.8883 - val_loss: 1127.8688 - val_mean_squared_error: 1127.8688
Epoch 80/100
81/81 [==============================] - 1s 8ms/step - loss: 24.5986 - mean_squared_error: 24.5986 - val_loss: 921.5747 - val_mean_squared_error: 921.5747
Epoch 81/100
81/81 [==============================] - 1s 8ms/step - loss: 25.1967 - mean_squared_error: 25.1967 - val_loss: 1052.8248 - val_mean_squared_error: 1052.8248
Epoch 82/100
81/81 [==============================] - 1s 8ms/step - loss: 26.5214 - mean_squared_error: 26.5214 - val_loss: 1038.0441 - val_mean_squared_error: 1038.0441
Epoch 83/100
81/81 [==============================] - 1s 8ms/step - loss: 22.5153 - mean_squared_error: 22.5153 - val_loss: 1091.1796 - val_mean_squared_error: 1091.1796
Epoch 84/100
81/81 [==============================] - 1s 8ms/step - loss: 24.6146 - mean_squared_error: 24.6146 - val_loss: 868.6038 - val_mean_squared_error: 868.6038
Epoch 85/100
81/81 [==============================] - 1s 8ms/step - loss: 27.5688 - mean_squared_error: 27.5688 - val_loss: 1117.9799 - val_mean_squared_error: 1117.9799
Epoch 86/100
81/81 [==============================] - 1s 8ms/step - loss: 20.5549 - mean_squared_error: 20.5549 - val_loss: 996.0103 - val_mean_squared_error: 996.0103
Epoch 87/100
81/81 [==============================] - 1s 8ms/step - loss: 20.8087 - mean_squared_error: 20.8087 - val_loss: 894.9278 - val_mean_squared_error: 894.9278
Epoch 88/100
81/81 [==============================] - 1s 8ms/step - loss: 21.1017 - mean_squared_error: 21.1017 - val_loss: 882.6274 - val_mean_squared_error: 882.6274
Epoch 89/100
81/81 [==============================] - 1s 8ms/step - loss: 22.9732 - mean_squared_error: 22.9732 - val_loss: 1019.8044 - val_mean_squared_error: 1019.8044
Epoch 90/100
81/81 [==============================] - 1s 8ms/step - loss: 23.1910 - mean_squared_error: 23.1910 - val_loss: 1063.9961 - val_mean_squared_error: 1063.9961
Epoch 91/100
81/81 [==============================] - 1s 8ms/step - loss: 23.0422 - mean_squared_error: 23.0422 - val_loss: 759.1998 - val_mean_squared_error: 759.1998
Epoch 92/100
81/81 [==============================] - 1s 8ms/step - loss: 23.2884 - mean_squared_error: 23.2884 - val_loss: 933.0878 - val_mean_squared_error: 933.0878
Epoch 93/100
81/81 [==============================] - 1s 8ms/step - loss: 22.2951 - mean_squared_error: 22.2951 - val_loss: 1040.7745 - val_mean_squared_error: 1040.7745
Epoch 94/100
81/81 [==============================] - 1s 8ms/step - loss: 23.6692 - mean_squared_error: 23.6692 - val_loss: 793.8560 - val_mean_squared_error: 793.8560
Epoch 95/100
81/81 [==============================] - 1s 8ms/step - loss: 21.5573 - mean_squared_error: 21.5573 - val_loss: 983.3247 - val_mean_squared_error: 983.3247
Epoch 96/100
81/81 [==============================] - 1s 8ms/step - loss: 23.4569 - mean_squared_error: 23.4569 - val_loss: 826.7446 - val_mean_squared_error: 826.7446
Epoch 97/100
81/81 [==============================] - 1s 7ms/step - loss: 23.0245 - mean_squared_error: 23.0245 - val_loss: 795.0195 - val_mean_squared_error: 795.0195
Epoch 98/100
81/81 [==============================] - 1s 8ms/step - loss: 21.2434 - mean_squared_error: 21.2434 - val_loss: 1019.3207 - val_mean_squared_error: 1019.3207
Epoch 99/100
81/81 [==============================] - 1s 7ms/step - loss: 21.3902 - mean_squared_error: 21.3902 - val_loss: 1031.2543 - val_mean_squared_error: 1031.2543
Epoch 100/100
81/81 [==============================] - 1s 7ms/step - loss: 20.1082 - mean_squared_error: 20.1082 - val_loss: 959.8607 - val_mean_squared_error: 959.8607
In [104]:
y_pred__test_ann = model_nn.predict(X_test)
y_pred__train_ann = model_nn.predict(X_train)
2022-12-09 17:28:55.241368: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
In [107]:
plt.figure(figsize = (12,6), dpi = 400)
plt.plot(y_train_ann, label = 'Actual')
plt.plot(y_pred__train_ga_nn, label = 'GA-ANN-F')
plt.plot(y_pred__train_ann, label = 'ANN')

plt.legend()
#plt.savefig('Plot-GA-ANN_train.jpg', dpi = 800)
In [109]:
plt.figure(figsize = (12,6), dpi = 400)
plt.plot(y_test_ann, label = 'Actual')
plt.plot(y_pred__test_ga_nn, label = 'GA-ANN-F')
plt.plot(y_pred__test_ann, label = 'ANN')
plt.legend()
#plt.savefig('Plot-GA-ANN-F_test.jpg', dpi = 800)
Out[109]:
<matplotlib.legend.Legend at 0x2c41ae340>
In [110]:
arr_nn_ga_f = list(y_pred__train_ga_nn) + list(y_pred__test_ga_nn)
arr_ann = list(y_pred__train_ann) + list(y_pred__test_ann)
actual = list(y_train) + list(y_test)
In [111]:
arr_nn_ga_f1 = []
for x in arr_nn_ga_f:
    arr_nn_ga_f1.append(float(x))
    
arr_ann1 = []
for x in arr_ann:
    arr_ann1.append(float(x))
    
actual1 = []
for x in actual:
    actual1.append(float(x))
In [112]:
temp = pd.DataFrame(date_arr)
In [113]:
temp['Actual'] = actual1
In [114]:
temp['ANN'] = arr_ann1
temp['GA_ANN_F'] = arr_nn_ga_f1
In [115]:
temp
Out[115]:
DATE Actual ANN GA_ANN_F
14 2007-10-08 86.19 37.727489 64.785660
15 2007-10-09 87.58 39.110336 64.490265
16 2007-10-10 87.19 38.735291 64.919067
17 2007-10-11 89.48 40.521767 66.621346
18 2007-10-12 88.58 42.567089 64.885735
... ... ... ... ...
2914 2020-02-13 51.36 25.968416 45.890278
2915 2020-02-14 49.78 26.022779 46.879910
2916 2020-02-18 48.67 26.122488 45.461826
2917 2020-02-19 47.17 27.231556 46.597939
2918 2020-02-20 44.83 28.258421 46.854820

2863 rows × 4 columns

In [118]:
plt.figure(figsize = (12,6), dpi = 600)

plt.plot( temp['DATE'],temp['Actual'], label = 'Actual')
plt.plot( temp['DATE'],temp['ANN'], label = 'ANN')
plt.plot( temp['DATE'],temp['GA_ANN_F'], label = 'GA-ANN-F')

plt.vlines(x = datetime(2018,8,18), ymin = 0, ymax= 240, color = 'red', linewidth = 2)
#plt.plot(predictions_ga_ann_test, label = 'ANN_GA',  marker = '*', alpha  =  0.5)
#plt.plot(predictions_ga_ann_test, label = 'LSTM_GA', alpha  =  0.5)
plt.legend()
plt.grid(linestyle = '-.', alpha = 0.5)
plt.ylim(0,160)
#plt.savefig('PlotGA_ANN_F.jpg', dpi = 800)
plt.show()
In [120]:
#temp.to_csv('temp1.csv')
In [ ]:
 
In [ ]:
 
In [25]:
def reduce_features(solution, features):
    
    selected_elements_indices = numpy.where(solution == 1)[0]
    reduced_features = features[:, selected_elements_indices]
    return reduced_features

def fitness_func(labels, predictions):
    mse = tf.keras.losses.MeanSquaredError()
    fitness = 1/(mse(labels, predictions).numpy() + 0.00001)
    return fitness

def cal_pop_fitness(pop, features, labels, train_indices, test_indices):
    accuracies = np.zeros(pop.shape[0])
    idx = 0
    for curr_solution in pop:
        reduced_features = reduce_features(curr_solution, features)
        train_data = reduced_features[train_indices, :]
        test_data = reduced_features[test_indices, :]
        train_labels = labels[train_indices]
        test_labels = labels[test_indices]
        print(test_data)
        print(train_data.shape)
        print(test_data.shape)
        model_lstm = Sequential()
        model_lstm.add(LSTM(128, input_shape= (train_data.shape[1],1), return_sequences=True))
        model_lstm.add(Dropout(0.2))
        model_lstm.add(BatchNormalization())  #normalizes activation outputs, same reason you want to normalize your input data.

        model_lstm.add(LSTM(128, return_sequences=True))
        model_lstm.add(Dropout(0.1))
        model_lstm.add(BatchNormalization())

        model_lstm.add(LSTM(128))
        model_lstm.add(Dropout(0.2))
        model_lstm.add(BatchNormalization())

        model_lstm.add(Dense(32, activation='relu'))
        model_lstm.add(Dropout(0.2))

        model_lstm.add(Dense(1, activation='relu'))

        opt = tf.keras.optimizers.Adam(lr=0.001, decay=1e-6)
        
        model_lstm.compile(optimizer=opt,  loss='mean_squared_error', metrics='mean_squared_error')
        history_nn = model_lstm.fit(train_data, train_labels, epochs = 30, validation_data = [test_data, test_labels])
        predictions = model_lstm.predict(test_data)
        accuracies[idx] = fitness_func(test_labels, predictions)
        idx = idx + 1
    return accuracies

def select_mating_pool(pop, fitness, num_parents):
    parents = numpy.empty((num_parents, pop_shape[1]))
    for parent_num in range(num_parents):
        max_fitness_idx = np.where(fitness == np.max(fitness))
        max_fitness_idx = max_fitness_idx[0][0]
        parents[parent_num, :] = pop[max_fitness_idx, :]
        fitness[max_fitness_idx] = -99999999999
    return parents

def crossover(parents, offspring_size):
    offspring = numpy.empty(offspring_size)
    # The point at which crossover takes place between two parents. Usually, it is at the center.
    crossover_point = numpy.uint8(offspring_size[1]/2)

    for k in range(offspring_size[0]):
        # Index of the first parent to mate.
        parent1_idx = k%parents.shape[0]
        # Index of the second parent to mate.
        parent2_idx = (k+1)%parents.shape[0]
        # The new offspring will have its first half of its genes taken from the first parent.
        offspring[k, 0:crossover_point] = parents[parent1_idx, 0:crossover_point]
        # The new offspring will have its second half of its genes taken from the second parent.
        offspring[k, crossover_point:] = parents[parent2_idx, crossover_point:]
    return offspring


def mutation(offspring_crossover, num_mutations = 2):
    mutation_idx = np.random.randint(low = 0, high = offspring_crossover.shape[1], size = num_mutations)
    for idx in range(offspring_crossover.shape[0]):
        offspring_crossover[idx, mutation_idx] = 1 - offspring_crossover[idx, mutation_idx]
    return offspring_crossover
        

    
        
In [26]:
num_generations = 20
In [27]:
import numpy
In [ ]:
for generation in range(num_generations):
    print("Generation: ", generation)
    fitness = cal_pop_fitness(new_population, data_inputs, data_outputs, train_indices, test_indices)
    best_outputs.append(np.max(fitness))
    print("Best Result: ", best_outputs[-1])

    parents = select_mating_pool(new_population, fitness, num_parents_mating)
    offspring_crossover = crossover(parents, offspring_size= (pop_shape[0]-parents.shape[0], num_feature_elements))
    offspring_mutation = mutation(offspring_crossover, num_mutations= num_mutations)
    
    new_population[0:parents.shape[0], :] = parents
    new_population[parents.shape[0]:, :] = offspring_mutation
    fitness = cal_pop_fitness(new_population, data_inputs, data_outputs, train_indices, test_indices)
# Then return the index of that solution corresponding to the best fitness.
    best_match_idx = numpy.where(fitness == numpy.max(fitness))[0]
    best_match_idx = best_match_idx[0]

    best_solution = new_population[best_match_idx, :]
    best_solution_indices = numpy.where(best_solution == 1)[0]
    best_solution_num_elements = best_solution_indices.shape[0]
    best_solution_fitness = fitness[best_match_idx]

    print("best_match_idx : ", best_match_idx)
    print("best_solution : ", best_solution)
    print("Selected indices : ", best_solution_indices)
    print("Number of selected elements : ", best_solution_num_elements)
    print("Best solution fitness : ", best_solution_fitness)
    
    
Generation:  0
[[0.18225377 0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.19041704 0.15281651 0.44309554 ... 0.         0.         0.        ]
 [0.18030169 0.18600112 0.44272007 ... 0.         0.         0.        ]
 ...
 [0.07808341 0.07933631 0.74735086 ... 0.         0.         0.        ]
 [0.0743567  0.07306191 0.76512307 ... 0.         0.         0.        ]
 [0.07488909 0.08951478 0.76583229 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Metal device set to: Apple M1 Pro
2022-12-10 12:12:15.247000: I tensorflow/core/common_runtime/pluggable_device/pluggable_device_factory.cc:305] Could not identify NUMA node of platform GPU ID 0, defaulting to 0. Your kernel may not have been built with NUMA support.
2022-12-10 12:12:15.247487: I tensorflow/core/common_runtime/pluggable_device/pluggable_device_factory.cc:271] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 0 MB memory) -> physical PluggableDevice (device: 0, name: METAL, pci bus id: <undefined>)
2022-12-10 12:12:15.591995: W tensorflow/core/platform/profile_utils/cpu_utils.cc:128] Failed to get CPU frequency: 0 Hz
Epoch 1/30
2022-12-10 12:12:16.613049: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:12:17.025714: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:12:17.145853: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:12:17.227558: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:12:17.408250: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:12:17.595232: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:12:17.741336: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4714.0571 - mean_squared_error: 4714.0571
2022-12-10 12:12:21.678683: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:12:21.808935: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:12:21.871977: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:12:21.943319: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 55ms/step - loss: 4714.0571 - mean_squared_error: 4714.0571 - val_loss: 375.3421 - val_mean_squared_error: 375.3421
Epoch 2/30
81/81 [==============================] - 3s 41ms/step - loss: 2280.6301 - mean_squared_error: 2280.6301 - val_loss: 79.6511 - val_mean_squared_error: 79.6511
Epoch 3/30
81/81 [==============================] - 3s 42ms/step - loss: 1235.7565 - mean_squared_error: 1235.7565 - val_loss: 317.3334 - val_mean_squared_error: 317.3334
Epoch 4/30
81/81 [==============================] - 3s 42ms/step - loss: 1069.3400 - mean_squared_error: 1069.3400 - val_loss: 39.1712 - val_mean_squared_error: 39.1712
Epoch 5/30
81/81 [==============================] - 3s 42ms/step - loss: 838.7263 - mean_squared_error: 838.7263 - val_loss: 872.5482 - val_mean_squared_error: 872.5482
Epoch 6/30
81/81 [==============================] - 3s 42ms/step - loss: 624.9553 - mean_squared_error: 624.9553 - val_loss: 96.6863 - val_mean_squared_error: 96.6863
Epoch 7/30
81/81 [==============================] - 3s 42ms/step - loss: 572.8158 - mean_squared_error: 572.8158 - val_loss: 118.2364 - val_mean_squared_error: 118.2364
Epoch 8/30
81/81 [==============================] - 3s 42ms/step - loss: 508.6587 - mean_squared_error: 508.6587 - val_loss: 63.4274 - val_mean_squared_error: 63.4274
Epoch 9/30
81/81 [==============================] - 3s 42ms/step - loss: 500.4796 - mean_squared_error: 500.4796 - val_loss: 87.6345 - val_mean_squared_error: 87.6345
Epoch 10/30
81/81 [==============================] - 3s 41ms/step - loss: 514.3248 - mean_squared_error: 514.3248 - val_loss: 140.3179 - val_mean_squared_error: 140.3179
Epoch 11/30
81/81 [==============================] - 3s 41ms/step - loss: 460.7059 - mean_squared_error: 460.7059 - val_loss: 66.2669 - val_mean_squared_error: 66.2669
Epoch 12/30
81/81 [==============================] - 3s 42ms/step - loss: 465.5082 - mean_squared_error: 465.5082 - val_loss: 21.7861 - val_mean_squared_error: 21.7861
Epoch 13/30
81/81 [==============================] - 3s 42ms/step - loss: 481.7058 - mean_squared_error: 481.7058 - val_loss: 130.1794 - val_mean_squared_error: 130.1794
Epoch 14/30
81/81 [==============================] - 3s 42ms/step - loss: 478.5070 - mean_squared_error: 478.5070 - val_loss: 32.4945 - val_mean_squared_error: 32.4945
Epoch 15/30
81/81 [==============================] - 3s 42ms/step - loss: 492.7027 - mean_squared_error: 492.7027 - val_loss: 1079.7848 - val_mean_squared_error: 1079.7848
Epoch 16/30
81/81 [==============================] - 3s 42ms/step - loss: 314.0490 - mean_squared_error: 314.0490 - val_loss: 57.7133 - val_mean_squared_error: 57.7133
Epoch 17/30
81/81 [==============================] - 3s 42ms/step - loss: 285.6759 - mean_squared_error: 285.6759 - val_loss: 41.2296 - val_mean_squared_error: 41.2296
Epoch 18/30
81/81 [==============================] - 3s 42ms/step - loss: 271.2457 - mean_squared_error: 271.2457 - val_loss: 57.8656 - val_mean_squared_error: 57.8656
Epoch 19/30
81/81 [==============================] - 3s 42ms/step - loss: 269.8030 - mean_squared_error: 269.8030 - val_loss: 26.7355 - val_mean_squared_error: 26.7355
Epoch 20/30
81/81 [==============================] - 3s 42ms/step - loss: 239.2381 - mean_squared_error: 239.2381 - val_loss: 94.7504 - val_mean_squared_error: 94.7504
Epoch 21/30
81/81 [==============================] - 4s 43ms/step - loss: 258.2213 - mean_squared_error: 258.2213 - val_loss: 64.6303 - val_mean_squared_error: 64.6303
Epoch 22/30
81/81 [==============================] - 3s 43ms/step - loss: 271.4872 - mean_squared_error: 271.4872 - val_loss: 47.4784 - val_mean_squared_error: 47.4784
Epoch 23/30
81/81 [==============================] - 3s 42ms/step - loss: 235.2861 - mean_squared_error: 235.2861 - val_loss: 107.2364 - val_mean_squared_error: 107.2364
Epoch 24/30
81/81 [==============================] - 3s 42ms/step - loss: 281.7242 - mean_squared_error: 281.7242 - val_loss: 80.6768 - val_mean_squared_error: 80.6768
Epoch 25/30
81/81 [==============================] - 4s 43ms/step - loss: 246.9300 - mean_squared_error: 246.9300 - val_loss: 155.3753 - val_mean_squared_error: 155.3753
Epoch 26/30
81/81 [==============================] - 4s 44ms/step - loss: 239.4642 - mean_squared_error: 239.4642 - val_loss: 69.5593 - val_mean_squared_error: 69.5593
Epoch 27/30
81/81 [==============================] - 3s 43ms/step - loss: 259.5128 - mean_squared_error: 259.5128 - val_loss: 64.6172 - val_mean_squared_error: 64.6172
Epoch 28/30
81/81 [==============================] - 3s 43ms/step - loss: 234.5875 - mean_squared_error: 234.5875 - val_loss: 56.0815 - val_mean_squared_error: 56.0815
Epoch 29/30
81/81 [==============================] - 3s 43ms/step - loss: 234.0160 - mean_squared_error: 234.0160 - val_loss: 143.1393 - val_mean_squared_error: 143.1393
Epoch 30/30
81/81 [==============================] - 4s 43ms/step - loss: 231.5211 - mean_squared_error: 231.5211 - val_loss: 151.6738 - val_mean_squared_error: 151.6738
2022-12-10 12:14:01.644428: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:14:01.760846: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:14:01.823043: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:14:01.892490: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.60500742 0.12548801 ... 0.         0.         0.        ]
 [0.6737802  0.60709947 0.15281651 ... 0.         0.         0.        ]
 [0.65978331 0.61047375 0.18600112 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.64428398 0.07933631 ... 0.         0.         0.        ]
 [1.         0.6460386  0.07306191 ... 0.         0.         0.        ]
 [0.99225423 0.66290997 0.08951478 ... 0.         0.         0.        ]]
(2577, 44)
(286, 44)
Epoch 1/30
2022-12-10 12:14:03.413270: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:14:03.840739: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:14:03.929847: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:14:04.021430: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:14:04.168059: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:14:04.325669: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
 2/81 [..............................] - ETA: 4s - loss: 6850.0122 - mean_squared_error: 6850.0122  
2022-12-10 12:14:04.485807: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4660.2954 - mean_squared_error: 4660.2954
2022-12-10 12:14:08.753136: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:14:08.894991: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:14:08.959309: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:14:09.031372: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 4660.2954 - mean_squared_error: 4660.2954 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 4s 44ms/step - loss: 1726.2640 - mean_squared_error: 1726.2640 - val_loss: 34.6666 - val_mean_squared_error: 34.6666
Epoch 3/30
81/81 [==============================] - 4s 44ms/step - loss: 967.9208 - mean_squared_error: 967.9208 - val_loss: 156.5017 - val_mean_squared_error: 156.5017
Epoch 4/30
81/81 [==============================] - 4s 43ms/step - loss: 583.4884 - mean_squared_error: 583.4884 - val_loss: 155.8360 - val_mean_squared_error: 155.8360
Epoch 5/30
81/81 [==============================] - 3s 43ms/step - loss: 514.1791 - mean_squared_error: 514.1791 - val_loss: 28.2275 - val_mean_squared_error: 28.2275
Epoch 6/30
81/81 [==============================] - 3s 43ms/step - loss: 328.7943 - mean_squared_error: 328.7943 - val_loss: 141.3054 - val_mean_squared_error: 141.3054
Epoch 7/30
81/81 [==============================] - 3s 43ms/step - loss: 298.9902 - mean_squared_error: 298.9902 - val_loss: 379.9545 - val_mean_squared_error: 379.9545
Epoch 8/30
81/81 [==============================] - 3s 43ms/step - loss: 108.0197 - mean_squared_error: 108.0197 - val_loss: 725.9008 - val_mean_squared_error: 725.9008
Epoch 9/30
81/81 [==============================] - 3s 43ms/step - loss: 83.3392 - mean_squared_error: 83.3392 - val_loss: 167.2374 - val_mean_squared_error: 167.2374
Epoch 10/30
81/81 [==============================] - 3s 43ms/step - loss: 74.8324 - mean_squared_error: 74.8324 - val_loss: 141.8416 - val_mean_squared_error: 141.8416
Epoch 11/30
81/81 [==============================] - 3s 43ms/step - loss: 76.8771 - mean_squared_error: 76.8771 - val_loss: 254.0942 - val_mean_squared_error: 254.0942
Epoch 12/30
81/81 [==============================] - 4s 43ms/step - loss: 70.8785 - mean_squared_error: 70.8785 - val_loss: 81.5519 - val_mean_squared_error: 81.5519
Epoch 13/30
81/81 [==============================] - 4s 43ms/step - loss: 59.8236 - mean_squared_error: 59.8236 - val_loss: 208.2501 - val_mean_squared_error: 208.2501
Epoch 14/30
81/81 [==============================] - 4s 43ms/step - loss: 56.8493 - mean_squared_error: 56.8493 - val_loss: 68.8706 - val_mean_squared_error: 68.8706
Epoch 15/30
81/81 [==============================] - 4s 44ms/step - loss: 55.5696 - mean_squared_error: 55.5696 - val_loss: 206.4015 - val_mean_squared_error: 206.4015
Epoch 16/30
81/81 [==============================] - 3s 43ms/step - loss: 55.2017 - mean_squared_error: 55.2017 - val_loss: 94.1526 - val_mean_squared_error: 94.1526
Epoch 17/30
81/81 [==============================] - 4s 43ms/step - loss: 51.7653 - mean_squared_error: 51.7653 - val_loss: 161.1836 - val_mean_squared_error: 161.1836
Epoch 18/30
81/81 [==============================] - 4s 44ms/step - loss: 54.9997 - mean_squared_error: 54.9997 - val_loss: 152.2740 - val_mean_squared_error: 152.2740
Epoch 19/30
81/81 [==============================] - 4s 44ms/step - loss: 53.3563 - mean_squared_error: 53.3563 - val_loss: 314.8779 - val_mean_squared_error: 314.8779
Epoch 20/30
81/81 [==============================] - 4s 44ms/step - loss: 44.6585 - mean_squared_error: 44.6585 - val_loss: 363.0065 - val_mean_squared_error: 363.0065
Epoch 21/30
81/81 [==============================] - 4s 44ms/step - loss: 43.4781 - mean_squared_error: 43.4781 - val_loss: 212.2545 - val_mean_squared_error: 212.2545
Epoch 22/30
81/81 [==============================] - 4s 44ms/step - loss: 43.7103 - mean_squared_error: 43.7103 - val_loss: 163.5706 - val_mean_squared_error: 163.5706
Epoch 23/30
81/81 [==============================] - 4s 44ms/step - loss: 40.0391 - mean_squared_error: 40.0391 - val_loss: 185.6369 - val_mean_squared_error: 185.6369
Epoch 24/30
81/81 [==============================] - 4s 44ms/step - loss: 40.3724 - mean_squared_error: 40.3724 - val_loss: 182.4585 - val_mean_squared_error: 182.4585
Epoch 25/30
81/81 [==============================] - 4s 44ms/step - loss: 45.7216 - mean_squared_error: 45.7216 - val_loss: 317.7077 - val_mean_squared_error: 317.7077
Epoch 26/30
81/81 [==============================] - 4s 44ms/step - loss: 44.0584 - mean_squared_error: 44.0584 - val_loss: 161.9790 - val_mean_squared_error: 161.9790
Epoch 27/30
81/81 [==============================] - 4s 44ms/step - loss: 44.5339 - mean_squared_error: 44.5339 - val_loss: 121.7292 - val_mean_squared_error: 121.7292
Epoch 28/30
81/81 [==============================] - 4s 44ms/step - loss: 46.5135 - mean_squared_error: 46.5135 - val_loss: 244.8490 - val_mean_squared_error: 244.8490
Epoch 29/30
81/81 [==============================] - 4s 44ms/step - loss: 36.9356 - mean_squared_error: 36.9356 - val_loss: 260.0288 - val_mean_squared_error: 260.0288
Epoch 30/30
81/81 [==============================] - 4s 44ms/step - loss: 41.3790 - mean_squared_error: 41.3790 - val_loss: 319.9672 - val_mean_squared_error: 319.9671
2022-12-10 12:15:51.827651: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:15:51.953727: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:15:52.024925: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:15:52.108476: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.16524764 ... 0.         0.         0.        ]
 [0.19041704 0.15281651 0.169704   ... 0.         0.         0.        ]
 [0.18030169 0.18600112 0.17343575 ... 0.         0.         0.        ]
 ...
 [0.07808341 0.07933631 0.08050433 ... 0.         0.         0.        ]
 [0.0743567  0.07306191 0.07604797 ... 0.         0.         0.        ]
 [0.07488909 0.08951478 0.07256983 ... 0.         0.         0.        ]]
(2577, 44)
(286, 44)
Epoch 1/30
2022-12-10 12:15:53.840528: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:15:54.306974: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:15:54.392143: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:15:54.486196: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:15:54.653968: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:15:54.834211: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
 1/81 [..............................] - ETA: 3:15 - loss: 5904.7773 - mean_squared_error: 5904.7773
2022-12-10 12:15:55.015323: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4505.6133 - mean_squared_error: 4505.6133
2022-12-10 12:15:59.484533: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:15:59.627723: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:15:59.701667: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:15:59.781685: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 8s 63ms/step - loss: 4505.6133 - mean_squared_error: 4505.6133 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 4s 43ms/step - loss: 1437.0671 - mean_squared_error: 1437.0671 - val_loss: 18.8925 - val_mean_squared_error: 18.8925
Epoch 3/30
81/81 [==============================] - 4s 43ms/step - loss: 712.8690 - mean_squared_error: 712.8690 - val_loss: 84.9098 - val_mean_squared_error: 84.9098
Epoch 4/30
81/81 [==============================] - 4s 44ms/step - loss: 614.4236 - mean_squared_error: 614.4236 - val_loss: 3071.3948 - val_mean_squared_error: 3071.3948
Epoch 5/30
81/81 [==============================] - 4s 44ms/step - loss: 784.4459 - mean_squared_error: 784.4459 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 6/30
81/81 [==============================] - 3s 43ms/step - loss: 636.5085 - mean_squared_error: 636.5085 - val_loss: 56.4917 - val_mean_squared_error: 56.4917
Epoch 7/30
81/81 [==============================] - 3s 43ms/step - loss: 440.5655 - mean_squared_error: 440.5655 - val_loss: 589.9997 - val_mean_squared_error: 589.9997
Epoch 8/30
81/81 [==============================] - 3s 43ms/step - loss: 259.4430 - mean_squared_error: 259.4430 - val_loss: 1317.1963 - val_mean_squared_error: 1317.1963
Epoch 9/30
81/81 [==============================] - 3s 43ms/step - loss: 103.7281 - mean_squared_error: 103.7281 - val_loss: 933.1119 - val_mean_squared_error: 933.1119
Epoch 10/30
81/81 [==============================] - 3s 43ms/step - loss: 65.5592 - mean_squared_error: 65.5592 - val_loss: 492.9886 - val_mean_squared_error: 492.9886
Epoch 11/30
81/81 [==============================] - 3s 43ms/step - loss: 62.7379 - mean_squared_error: 62.7379 - val_loss: 246.0253 - val_mean_squared_error: 246.0253
Epoch 12/30
81/81 [==============================] - 4s 44ms/step - loss: 55.7812 - mean_squared_error: 55.7812 - val_loss: 184.5734 - val_mean_squared_error: 184.5734
Epoch 13/30
81/81 [==============================] - 4s 44ms/step - loss: 60.3844 - mean_squared_error: 60.3844 - val_loss: 57.4771 - val_mean_squared_error: 57.4771
Epoch 14/30
81/81 [==============================] - 3s 43ms/step - loss: 54.8705 - mean_squared_error: 54.8705 - val_loss: 141.3555 - val_mean_squared_error: 141.3555
Epoch 15/30
81/81 [==============================] - 4s 44ms/step - loss: 59.9026 - mean_squared_error: 59.9026 - val_loss: 78.6005 - val_mean_squared_error: 78.6005
Epoch 16/30
81/81 [==============================] - 4s 44ms/step - loss: 50.2920 - mean_squared_error: 50.2920 - val_loss: 62.9003 - val_mean_squared_error: 62.9003
Epoch 17/30
81/81 [==============================] - 4s 44ms/step - loss: 58.1598 - mean_squared_error: 58.1598 - val_loss: 72.8963 - val_mean_squared_error: 72.8963
Epoch 18/30
81/81 [==============================] - 4s 44ms/step - loss: 50.6841 - mean_squared_error: 50.6841 - val_loss: 148.7728 - val_mean_squared_error: 148.7728
Epoch 19/30
81/81 [==============================] - 4s 44ms/step - loss: 47.5439 - mean_squared_error: 47.5439 - val_loss: 185.7926 - val_mean_squared_error: 185.7926
Epoch 20/30
81/81 [==============================] - 4s 44ms/step - loss: 49.6218 - mean_squared_error: 49.6218 - val_loss: 74.3769 - val_mean_squared_error: 74.3769
Epoch 21/30
81/81 [==============================] - 4s 43ms/step - loss: 50.1231 - mean_squared_error: 50.1231 - val_loss: 132.8408 - val_mean_squared_error: 132.8408
Epoch 22/30
81/81 [==============================] - 4s 44ms/step - loss: 48.2386 - mean_squared_error: 48.2386 - val_loss: 157.9258 - val_mean_squared_error: 157.9258
Epoch 23/30
81/81 [==============================] - 4s 44ms/step - loss: 43.3721 - mean_squared_error: 43.3721 - val_loss: 101.0128 - val_mean_squared_error: 101.0128
Epoch 24/30
81/81 [==============================] - 4s 44ms/step - loss: 43.2551 - mean_squared_error: 43.2551 - val_loss: 172.9779 - val_mean_squared_error: 172.9779
Epoch 25/30
81/81 [==============================] - 4s 44ms/step - loss: 43.2460 - mean_squared_error: 43.2460 - val_loss: 170.3516 - val_mean_squared_error: 170.3516
Epoch 26/30
81/81 [==============================] - 4s 44ms/step - loss: 50.0525 - mean_squared_error: 50.0525 - val_loss: 89.7462 - val_mean_squared_error: 89.7462
Epoch 27/30
81/81 [==============================] - 4s 44ms/step - loss: 46.1490 - mean_squared_error: 46.1490 - val_loss: 65.9510 - val_mean_squared_error: 65.9510
Epoch 28/30
81/81 [==============================] - 4s 45ms/step - loss: 42.3789 - mean_squared_error: 42.3789 - val_loss: 141.7128 - val_mean_squared_error: 141.7128
Epoch 29/30
81/81 [==============================] - 4s 44ms/step - loss: 42.4604 - mean_squared_error: 42.4604 - val_loss: 64.3759 - val_mean_squared_error: 64.3759
Epoch 30/30
81/81 [==============================] - 4s 45ms/step - loss: 42.3766 - mean_squared_error: 42.3766 - val_loss: 129.0695 - val_mean_squared_error: 129.0695
2022-12-10 12:17:42.945255: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:17:43.069022: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:17:43.142900: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:17:43.225788: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 48)
(286, 48)
Epoch 1/30
2022-12-10 12:17:44.949498: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:17:45.408668: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:17:45.515168: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:17:45.626855: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:17:45.812189: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:17:46.005362: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:17:46.194936: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4815.2017 - mean_squared_error: 4815.2017
2022-12-10 12:17:51.078271: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:17:51.214294: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:17:51.291210: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:17:51.372664: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 8s 69ms/step - loss: 4815.2017 - mean_squared_error: 4815.2017 - val_loss: 2865.6282 - val_mean_squared_error: 2865.6282
Epoch 2/30
81/81 [==============================] - 4s 45ms/step - loss: 2596.3523 - mean_squared_error: 2596.3523 - val_loss: 537.6719 - val_mean_squared_error: 537.6719
Epoch 3/30
81/81 [==============================] - 4s 45ms/step - loss: 2224.5083 - mean_squared_error: 2224.5083 - val_loss: 1222.5885 - val_mean_squared_error: 1222.5885
Epoch 4/30
81/81 [==============================] - 4s 46ms/step - loss: 854.8522 - mean_squared_error: 854.8522 - val_loss: 3381.0891 - val_mean_squared_error: 3381.0891
Epoch 5/30
81/81 [==============================] - 4s 45ms/step - loss: 780.6198 - mean_squared_error: 780.6198 - val_loss: 2062.9717 - val_mean_squared_error: 2062.9717
Epoch 6/30
81/81 [==============================] - 4s 45ms/step - loss: 766.3279 - mean_squared_error: 766.3279 - val_loss: 1213.4004 - val_mean_squared_error: 1213.4004
Epoch 7/30
81/81 [==============================] - 4s 46ms/step - loss: 788.0895 - mean_squared_error: 788.0895 - val_loss: 1074.0804 - val_mean_squared_error: 1074.0804
Epoch 8/30
81/81 [==============================] - 4s 45ms/step - loss: 782.4151 - mean_squared_error: 782.4151 - val_loss: 327.4177 - val_mean_squared_error: 327.4177
Epoch 9/30
81/81 [==============================] - 4s 45ms/step - loss: 763.9643 - mean_squared_error: 763.9643 - val_loss: 431.1854 - val_mean_squared_error: 431.1854
Epoch 10/30
81/81 [==============================] - 4s 45ms/step - loss: 781.8506 - mean_squared_error: 781.8506 - val_loss: 216.8838 - val_mean_squared_error: 216.8838
Epoch 11/30
81/81 [==============================] - 4s 46ms/step - loss: 764.4834 - mean_squared_error: 764.4834 - val_loss: 262.0989 - val_mean_squared_error: 262.0989
Epoch 12/30
81/81 [==============================] - 4s 45ms/step - loss: 769.2377 - mean_squared_error: 769.2377 - val_loss: 403.1060 - val_mean_squared_error: 403.1060
Epoch 13/30
81/81 [==============================] - 4s 46ms/step - loss: 753.4725 - mean_squared_error: 753.4725 - val_loss: 159.7404 - val_mean_squared_error: 159.7404
Epoch 14/30
81/81 [==============================] - 4s 46ms/step - loss: 727.7510 - mean_squared_error: 727.7510 - val_loss: 48.3744 - val_mean_squared_error: 48.3744
Epoch 15/30
81/81 [==============================] - 4s 46ms/step - loss: 402.1267 - mean_squared_error: 402.1267 - val_loss: 508.2708 - val_mean_squared_error: 508.2708
Epoch 16/30
81/81 [==============================] - 4s 45ms/step - loss: 308.5922 - mean_squared_error: 308.5922 - val_loss: 44.6035 - val_mean_squared_error: 44.6035
Epoch 17/30
81/81 [==============================] - 4s 46ms/step - loss: 276.0645 - mean_squared_error: 276.0645 - val_loss: 230.1341 - val_mean_squared_error: 230.1341
Epoch 18/30
81/81 [==============================] - 4s 46ms/step - loss: 242.2690 - mean_squared_error: 242.2690 - val_loss: 371.2725 - val_mean_squared_error: 371.2725
Epoch 19/30
81/81 [==============================] - 4s 46ms/step - loss: 257.8003 - mean_squared_error: 257.8003 - val_loss: 55.1157 - val_mean_squared_error: 55.1157
Epoch 20/30
81/81 [==============================] - 4s 46ms/step - loss: 256.6296 - mean_squared_error: 256.6296 - val_loss: 20.6215 - val_mean_squared_error: 20.6215
Epoch 21/30
81/81 [==============================] - 4s 47ms/step - loss: 257.8091 - mean_squared_error: 257.8091 - val_loss: 126.0528 - val_mean_squared_error: 126.0528
Epoch 22/30
81/81 [==============================] - 4s 46ms/step - loss: 233.7161 - mean_squared_error: 233.7161 - val_loss: 143.7815 - val_mean_squared_error: 143.7815
Epoch 23/30
81/81 [==============================] - 4s 46ms/step - loss: 247.4082 - mean_squared_error: 247.4082 - val_loss: 14.0867 - val_mean_squared_error: 14.0867
Epoch 24/30
81/81 [==============================] - 4s 46ms/step - loss: 238.1596 - mean_squared_error: 238.1596 - val_loss: 253.1103 - val_mean_squared_error: 253.1103
Epoch 25/30
81/81 [==============================] - 4s 46ms/step - loss: 262.9001 - mean_squared_error: 262.9001 - val_loss: 24.4249 - val_mean_squared_error: 24.4249
Epoch 26/30
81/81 [==============================] - 4s 46ms/step - loss: 250.4197 - mean_squared_error: 250.4197 - val_loss: 245.3638 - val_mean_squared_error: 245.3638
Epoch 27/30
81/81 [==============================] - 4s 46ms/step - loss: 243.2078 - mean_squared_error: 243.2078 - val_loss: 54.2378 - val_mean_squared_error: 54.2378
Epoch 28/30
81/81 [==============================] - 4s 46ms/step - loss: 231.5069 - mean_squared_error: 231.5069 - val_loss: 17.3993 - val_mean_squared_error: 17.3993
Epoch 29/30
81/81 [==============================] - 4s 46ms/step - loss: 253.4391 - mean_squared_error: 253.4391 - val_loss: 83.8639 - val_mean_squared_error: 83.8639
Epoch 30/30
81/81 [==============================] - 4s 46ms/step - loss: 261.3553 - mean_squared_error: 261.3553 - val_loss: 21.1224 - val_mean_squared_error: 21.1224
2022-12-10 12:19:39.775031: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:19:39.901708: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:19:39.975632: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:19:40.068471: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 12:19:41.847385: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:19:42.312067: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:19:42.417454: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:19:42.528544: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:19:42.761576: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:19:42.979960: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
 1/81 [..............................] - ETA: 3:29 - loss: 6157.3120 - mean_squared_error: 6157.3120
2022-12-10 12:19:43.196511: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4729.2056 - mean_squared_error: 4729.2056
2022-12-10 12:19:47.697078: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:19:47.833754: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:19:47.901939: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:19:47.975875: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 8s 63ms/step - loss: 4729.2056 - mean_squared_error: 4729.2056 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 3s 40ms/step - loss: 2882.6165 - mean_squared_error: 2882.6165 - val_loss: 924.2663 - val_mean_squared_error: 924.2663
Epoch 3/30
81/81 [==============================] - 3s 39ms/step - loss: 1231.7357 - mean_squared_error: 1231.7357 - val_loss: 4157.5000 - val_mean_squared_error: 4157.5000
Epoch 4/30
81/81 [==============================] - 3s 39ms/step - loss: 638.6656 - mean_squared_error: 638.6656 - val_loss: 626.6222 - val_mean_squared_error: 626.6222
Epoch 5/30
81/81 [==============================] - 3s 40ms/step - loss: 248.6081 - mean_squared_error: 248.6081 - val_loss: 849.1373 - val_mean_squared_error: 849.1373
Epoch 6/30
81/81 [==============================] - 3s 40ms/step - loss: 79.1426 - mean_squared_error: 79.1426 - val_loss: 37.6033 - val_mean_squared_error: 37.6033
Epoch 7/30
81/81 [==============================] - 3s 40ms/step - loss: 71.0865 - mean_squared_error: 71.0865 - val_loss: 45.8095 - val_mean_squared_error: 45.8095
Epoch 8/30
81/81 [==============================] - 3s 40ms/step - loss: 78.3352 - mean_squared_error: 78.3352 - val_loss: 21.3826 - val_mean_squared_error: 21.3826
Epoch 9/30
81/81 [==============================] - 3s 40ms/step - loss: 64.4323 - mean_squared_error: 64.4323 - val_loss: 97.5930 - val_mean_squared_error: 97.5930
Epoch 10/30
81/81 [==============================] - 3s 40ms/step - loss: 67.1127 - mean_squared_error: 67.1127 - val_loss: 51.0650 - val_mean_squared_error: 51.0650
Epoch 11/30
81/81 [==============================] - 3s 40ms/step - loss: 65.1283 - mean_squared_error: 65.1283 - val_loss: 41.7305 - val_mean_squared_error: 41.7305
Epoch 12/30
81/81 [==============================] - 3s 40ms/step - loss: 68.4511 - mean_squared_error: 68.4511 - val_loss: 42.7220 - val_mean_squared_error: 42.7220
Epoch 13/30
81/81 [==============================] - 3s 41ms/step - loss: 53.9180 - mean_squared_error: 53.9180 - val_loss: 40.2295 - val_mean_squared_error: 40.2295
Epoch 14/30
81/81 [==============================] - 3s 40ms/step - loss: 56.8607 - mean_squared_error: 56.8607 - val_loss: 60.5860 - val_mean_squared_error: 60.5860
Epoch 15/30
81/81 [==============================] - 3s 40ms/step - loss: 56.1725 - mean_squared_error: 56.1725 - val_loss: 46.3414 - val_mean_squared_error: 46.3414
Epoch 16/30
81/81 [==============================] - 3s 40ms/step - loss: 55.8670 - mean_squared_error: 55.8670 - val_loss: 193.0615 - val_mean_squared_error: 193.0615
Epoch 17/30
81/81 [==============================] - 3s 40ms/step - loss: 55.6779 - mean_squared_error: 55.6779 - val_loss: 96.6533 - val_mean_squared_error: 96.6533
Epoch 18/30
81/81 [==============================] - 3s 40ms/step - loss: 51.1690 - mean_squared_error: 51.1690 - val_loss: 57.0744 - val_mean_squared_error: 57.0744
Epoch 19/30
81/81 [==============================] - 3s 40ms/step - loss: 43.2556 - mean_squared_error: 43.2556 - val_loss: 31.7432 - val_mean_squared_error: 31.7432
Epoch 20/30
81/81 [==============================] - 3s 40ms/step - loss: 43.3104 - mean_squared_error: 43.3104 - val_loss: 167.1657 - val_mean_squared_error: 167.1657
Epoch 21/30
81/81 [==============================] - 3s 40ms/step - loss: 47.1722 - mean_squared_error: 47.1722 - val_loss: 43.6629 - val_mean_squared_error: 43.6629
Epoch 22/30
81/81 [==============================] - 3s 40ms/step - loss: 43.6595 - mean_squared_error: 43.6595 - val_loss: 108.2168 - val_mean_squared_error: 108.2168
Epoch 23/30
81/81 [==============================] - 3s 40ms/step - loss: 50.3034 - mean_squared_error: 50.3034 - val_loss: 65.2298 - val_mean_squared_error: 65.2298
Epoch 24/30
81/81 [==============================] - 3s 40ms/step - loss: 46.2874 - mean_squared_error: 46.2874 - val_loss: 59.4372 - val_mean_squared_error: 59.4372
Epoch 25/30
81/81 [==============================] - 3s 40ms/step - loss: 43.0156 - mean_squared_error: 43.0156 - val_loss: 143.2116 - val_mean_squared_error: 143.2116
Epoch 26/30
81/81 [==============================] - 3s 40ms/step - loss: 44.4792 - mean_squared_error: 44.4792 - val_loss: 97.7234 - val_mean_squared_error: 97.7234
Epoch 27/30
81/81 [==============================] - 3s 41ms/step - loss: 44.3762 - mean_squared_error: 44.3762 - val_loss: 18.9704 - val_mean_squared_error: 18.9704
Epoch 28/30
81/81 [==============================] - 3s 40ms/step - loss: 39.7635 - mean_squared_error: 39.7635 - val_loss: 43.0214 - val_mean_squared_error: 43.0214
Epoch 29/30
81/81 [==============================] - 3s 40ms/step - loss: 41.8206 - mean_squared_error: 41.8206 - val_loss: 32.4252 - val_mean_squared_error: 32.4252
Epoch 30/30
81/81 [==============================] - 3s 40ms/step - loss: 48.5820 - mean_squared_error: 48.5820 - val_loss: 166.4593 - val_mean_squared_error: 166.4593
2022-12-10 12:21:22.697309: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:21:22.822692: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:21:22.910138: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:21:23.002857: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.025509789955382983
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 48)
(286, 48)
Epoch 1/30
2022-12-10 12:21:24.826396: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:21:25.233630: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:21:25.355870: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:21:25.490190: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:21:25.727107: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:21:25.964097: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
 1/81 [..............................] - ETA: 3:40 - loss: 6367.8262 - mean_squared_error: 6367.8262
2022-12-10 12:21:26.203429: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4939.4780 - mean_squared_error: 4939.4780
2022-12-10 12:21:31.411173: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:21:31.539441: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:21:31.635305: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:21:31.737418: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 9s 74ms/step - loss: 4939.4780 - mean_squared_error: 4939.4780 - val_loss: 487.4036 - val_mean_squared_error: 487.4036
Epoch 2/30
81/81 [==============================] - 4s 46ms/step - loss: 3129.3171 - mean_squared_error: 3129.3171 - val_loss: 134.1376 - val_mean_squared_error: 134.1376
Epoch 3/30
81/81 [==============================] - 4s 47ms/step - loss: 1482.0382 - mean_squared_error: 1482.0382 - val_loss: 889.4099 - val_mean_squared_error: 889.4099
Epoch 4/30
81/81 [==============================] - 4s 46ms/step - loss: 1174.2950 - mean_squared_error: 1174.2950 - val_loss: 875.1362 - val_mean_squared_error: 875.1362
Epoch 5/30
81/81 [==============================] - 4s 46ms/step - loss: 1116.0647 - mean_squared_error: 1116.0647 - val_loss: 1659.4325 - val_mean_squared_error: 1659.4324
Epoch 6/30
81/81 [==============================] - 4s 46ms/step - loss: 1099.5964 - mean_squared_error: 1099.5964 - val_loss: 133.4148 - val_mean_squared_error: 133.4148
Epoch 7/30
81/81 [==============================] - 4s 46ms/step - loss: 1027.2574 - mean_squared_error: 1027.2574 - val_loss: 17.8185 - val_mean_squared_error: 17.8185
Epoch 8/30
81/81 [==============================] - 4s 46ms/step - loss: 784.2549 - mean_squared_error: 784.2549 - val_loss: 87.2581 - val_mean_squared_error: 87.2581
Epoch 9/30
81/81 [==============================] - 4s 46ms/step - loss: 546.6879 - mean_squared_error: 546.6879 - val_loss: 21.1529 - val_mean_squared_error: 21.1529
Epoch 10/30
81/81 [==============================] - 4s 46ms/step - loss: 320.8178 - mean_squared_error: 320.8178 - val_loss: 4409.9507 - val_mean_squared_error: 4409.9507
Epoch 11/30
81/81 [==============================] - 4s 46ms/step - loss: 86.5634 - mean_squared_error: 86.5634 - val_loss: 122.9854 - val_mean_squared_error: 122.9854
Epoch 12/30
81/81 [==============================] - 4s 46ms/step - loss: 59.6576 - mean_squared_error: 59.6576 - val_loss: 498.9072 - val_mean_squared_error: 498.9072
Epoch 13/30
81/81 [==============================] - 4s 47ms/step - loss: 59.5263 - mean_squared_error: 59.5263 - val_loss: 380.7501 - val_mean_squared_error: 380.7501
Epoch 14/30
81/81 [==============================] - 4s 46ms/step - loss: 51.2160 - mean_squared_error: 51.2160 - val_loss: 52.6725 - val_mean_squared_error: 52.6725
Epoch 15/30
81/81 [==============================] - 4s 47ms/step - loss: 51.4136 - mean_squared_error: 51.4136 - val_loss: 49.7392 - val_mean_squared_error: 49.7392
Epoch 16/30
81/81 [==============================] - 4s 47ms/step - loss: 51.5744 - mean_squared_error: 51.5744 - val_loss: 14.7355 - val_mean_squared_error: 14.7355
Epoch 17/30
81/81 [==============================] - 4s 47ms/step - loss: 45.5120 - mean_squared_error: 45.5120 - val_loss: 171.8327 - val_mean_squared_error: 171.8327
Epoch 18/30
81/81 [==============================] - 4s 47ms/step - loss: 47.3117 - mean_squared_error: 47.3117 - val_loss: 51.3433 - val_mean_squared_error: 51.3433
Epoch 19/30
81/81 [==============================] - 4s 47ms/step - loss: 89.0443 - mean_squared_error: 89.0443 - val_loss: 230.8505 - val_mean_squared_error: 230.8505
Epoch 20/30
81/81 [==============================] - 4s 46ms/step - loss: 50.6618 - mean_squared_error: 50.6618 - val_loss: 42.4676 - val_mean_squared_error: 42.4676
Epoch 21/30
81/81 [==============================] - 4s 47ms/step - loss: 48.0545 - mean_squared_error: 48.0545 - val_loss: 32.5287 - val_mean_squared_error: 32.5287
Epoch 22/30
81/81 [==============================] - 4s 47ms/step - loss: 45.3208 - mean_squared_error: 45.3208 - val_loss: 62.4454 - val_mean_squared_error: 62.4454
Epoch 23/30
81/81 [==============================] - 4s 46ms/step - loss: 41.8863 - mean_squared_error: 41.8863 - val_loss: 140.5274 - val_mean_squared_error: 140.5274
Epoch 24/30
81/81 [==============================] - 4s 47ms/step - loss: 45.3462 - mean_squared_error: 45.3462 - val_loss: 184.0903 - val_mean_squared_error: 184.0903
Epoch 25/30
81/81 [==============================] - 4s 47ms/step - loss: 46.1985 - mean_squared_error: 46.1985 - val_loss: 343.9180 - val_mean_squared_error: 343.9179
Epoch 26/30
81/81 [==============================] - 4s 48ms/step - loss: 44.3616 - mean_squared_error: 44.3616 - val_loss: 37.6579 - val_mean_squared_error: 37.6579
Epoch 27/30
81/81 [==============================] - 4s 47ms/step - loss: 46.8515 - mean_squared_error: 46.8515 - val_loss: 27.2398 - val_mean_squared_error: 27.2398
Epoch 28/30
81/81 [==============================] - 4s 47ms/step - loss: 39.5618 - mean_squared_error: 39.5618 - val_loss: 107.8753 - val_mean_squared_error: 107.8753
Epoch 29/30
81/81 [==============================] - 4s 47ms/step - loss: 38.0458 - mean_squared_error: 38.0458 - val_loss: 15.6231 - val_mean_squared_error: 15.6231
Epoch 30/30
81/81 [==============================] - 4s 47ms/step - loss: 43.3463 - mean_squared_error: 43.3463 - val_loss: 25.8313 - val_mean_squared_error: 25.8313
2022-12-10 12:23:21.862280: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:23:21.978658: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:23:22.073214: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:23:22.174299: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.16524764 ... 0.         0.         0.        ]
 [0.19041704 0.15281651 0.169704   ... 0.         0.         0.        ]
 [0.18030169 0.18600112 0.17343575 ... 0.         0.         0.        ]
 ...
 [0.07808341 0.07933631 0.08050433 ... 0.         0.         0.        ]
 [0.0743567  0.07306191 0.07604797 ... 0.         0.         0.        ]
 [0.07488909 0.08951478 0.07256983 ... 0.         0.         0.        ]]
(2577, 44)
(286, 44)
Epoch 1/30
2022-12-10 12:23:23.829807: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:23:24.285587: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:23:24.402703: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:23:24.535021: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:23:24.781634: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:23:25.021510: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
 1/81 [..............................] - ETA: 3:24 - loss: 6268.8252 - mean_squared_error: 6268.8252
2022-12-10 12:23:25.260047: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4380.2627 - mean_squared_error: 4380.2627
2022-12-10 12:23:30.581652: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:23:30.721072: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:23:30.816131: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:23:30.913519: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 9s 75ms/step - loss: 4380.2627 - mean_squared_error: 4380.2627 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 4s 45ms/step - loss: 1534.4059 - mean_squared_error: 1534.4059 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 4s 45ms/step - loss: 1160.9659 - mean_squared_error: 1160.9659 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 4/30
81/81 [==============================] - 4s 44ms/step - loss: 669.3458 - mean_squared_error: 669.3458 - val_loss: 707.2568 - val_mean_squared_error: 707.2568
Epoch 5/30
81/81 [==============================] - 4s 45ms/step - loss: 482.4203 - mean_squared_error: 482.4203 - val_loss: 159.8981 - val_mean_squared_error: 159.8981
Epoch 6/30
81/81 [==============================] - 4s 44ms/step - loss: 567.7206 - mean_squared_error: 567.7206 - val_loss: 140.1647 - val_mean_squared_error: 140.1647
Epoch 7/30
81/81 [==============================] - 4s 44ms/step - loss: 384.9668 - mean_squared_error: 384.9668 - val_loss: 2053.1611 - val_mean_squared_error: 2053.1611
Epoch 8/30
81/81 [==============================] - 4s 44ms/step - loss: 292.1003 - mean_squared_error: 292.1003 - val_loss: 1123.2321 - val_mean_squared_error: 1123.2321
Epoch 9/30
81/81 [==============================] - 4s 44ms/step - loss: 137.7161 - mean_squared_error: 137.7161 - val_loss: 866.6282 - val_mean_squared_error: 866.6282
Epoch 10/30
81/81 [==============================] - 4s 44ms/step - loss: 71.5902 - mean_squared_error: 71.5902 - val_loss: 102.9618 - val_mean_squared_error: 102.9618
Epoch 11/30
81/81 [==============================] - 4s 44ms/step - loss: 68.0489 - mean_squared_error: 68.0489 - val_loss: 41.8794 - val_mean_squared_error: 41.8793
Epoch 12/30
81/81 [==============================] - 4s 44ms/step - loss: 64.4782 - mean_squared_error: 64.4782 - val_loss: 26.6879 - val_mean_squared_error: 26.6879
Epoch 13/30
81/81 [==============================] - 4s 44ms/step - loss: 70.7229 - mean_squared_error: 70.7229 - val_loss: 36.6469 - val_mean_squared_error: 36.6469
Epoch 14/30
81/81 [==============================] - 4s 44ms/step - loss: 58.7633 - mean_squared_error: 58.7633 - val_loss: 59.4548 - val_mean_squared_error: 59.4548
Epoch 15/30
81/81 [==============================] - 4s 44ms/step - loss: 58.0030 - mean_squared_error: 58.0030 - val_loss: 27.8513 - val_mean_squared_error: 27.8513
Epoch 16/30
81/81 [==============================] - 4s 44ms/step - loss: 61.9178 - mean_squared_error: 61.9178 - val_loss: 40.9781 - val_mean_squared_error: 40.9781
Epoch 17/30
81/81 [==============================] - 4s 44ms/step - loss: 60.6491 - mean_squared_error: 60.6491 - val_loss: 52.1525 - val_mean_squared_error: 52.1525
Epoch 18/30
81/81 [==============================] - 4s 44ms/step - loss: 54.3595 - mean_squared_error: 54.3595 - val_loss: 42.5746 - val_mean_squared_error: 42.5746
Epoch 19/30
81/81 [==============================] - 4s 45ms/step - loss: 60.7392 - mean_squared_error: 60.7392 - val_loss: 32.4487 - val_mean_squared_error: 32.4487
Epoch 20/30
81/81 [==============================] - 4s 45ms/step - loss: 51.2416 - mean_squared_error: 51.2416 - val_loss: 35.9583 - val_mean_squared_error: 35.9583
Epoch 21/30
81/81 [==============================] - 4s 44ms/step - loss: 51.6088 - mean_squared_error: 51.6088 - val_loss: 31.2095 - val_mean_squared_error: 31.2095
Epoch 22/30
81/81 [==============================] - 4s 45ms/step - loss: 53.0479 - mean_squared_error: 53.0479 - val_loss: 37.5675 - val_mean_squared_error: 37.5675
Epoch 23/30
81/81 [==============================] - 4s 44ms/step - loss: 52.4121 - mean_squared_error: 52.4121 - val_loss: 35.3928 - val_mean_squared_error: 35.3928
Epoch 24/30
81/81 [==============================] - 4s 45ms/step - loss: 46.0747 - mean_squared_error: 46.0747 - val_loss: 35.1093 - val_mean_squared_error: 35.1093
Epoch 25/30
81/81 [==============================] - 4s 44ms/step - loss: 46.2420 - mean_squared_error: 46.2420 - val_loss: 44.6936 - val_mean_squared_error: 44.6936
Epoch 26/30
81/81 [==============================] - 4s 45ms/step - loss: 43.0219 - mean_squared_error: 43.0219 - val_loss: 46.0516 - val_mean_squared_error: 46.0516
Epoch 27/30
81/81 [==============================] - 4s 44ms/step - loss: 45.1385 - mean_squared_error: 45.1385 - val_loss: 39.5493 - val_mean_squared_error: 39.5493
Epoch 28/30
81/81 [==============================] - 4s 45ms/step - loss: 47.7432 - mean_squared_error: 47.7432 - val_loss: 40.9350 - val_mean_squared_error: 40.9350
Epoch 29/30
81/81 [==============================] - 4s 44ms/step - loss: 43.1556 - mean_squared_error: 43.1556 - val_loss: 59.3065 - val_mean_squared_error: 59.3065
Epoch 30/30
81/81 [==============================] - 4s 44ms/step - loss: 51.0218 - mean_squared_error: 51.0218 - val_loss: 99.2601 - val_mean_squared_error: 99.2601
2022-12-10 12:25:15.845892: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:25:15.980992: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:25:16.072058: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:25:16.171125: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.19041704 0.15281651 0.44309554 ... 0.         0.         0.        ]
 [0.18030169 0.18600112 0.44272007 ... 0.         0.         0.        ]
 ...
 [0.07808341 0.07933631 0.74735086 ... 0.         0.         0.        ]
 [0.0743567  0.07306191 0.76512307 ... 0.         0.         0.        ]
 [0.07488909 0.08951478 0.76583229 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 12:25:18.016336: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:25:18.479613: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:25:18.607054: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:25:18.743615: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:25:18.990172: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:25:19.222511: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
 1/81 [..............................] - ETA: 3:37 - loss: 6399.6201 - mean_squared_error: 6399.6201
2022-12-10 12:25:19.472243: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4918.6973 - mean_squared_error: 4918.6973
2022-12-10 12:25:24.791816: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:25:24.939177: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:25:25.032588: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:25:25.131019: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 9s 76ms/step - loss: 4918.6973 - mean_squared_error: 4918.6973 - val_loss: 2397.4150 - val_mean_squared_error: 2397.4148
Epoch 2/30
81/81 [==============================] - 4s 45ms/step - loss: 2386.6006 - mean_squared_error: 2386.6006 - val_loss: 50.8537 - val_mean_squared_error: 50.8537
Epoch 3/30
81/81 [==============================] - 4s 44ms/step - loss: 856.8683 - mean_squared_error: 856.8683 - val_loss: 181.6937 - val_mean_squared_error: 181.6937
Epoch 4/30
81/81 [==============================] - 3s 43ms/step - loss: 515.6670 - mean_squared_error: 515.6670 - val_loss: 65.2036 - val_mean_squared_error: 65.2036
Epoch 5/30
81/81 [==============================] - 3s 42ms/step - loss: 362.9511 - mean_squared_error: 362.9511 - val_loss: 560.7556 - val_mean_squared_error: 560.7556
Epoch 6/30
81/81 [==============================] - 3s 43ms/step - loss: 218.9830 - mean_squared_error: 218.9830 - val_loss: 470.2606 - val_mean_squared_error: 470.2606
Epoch 7/30
81/81 [==============================] - 3s 42ms/step - loss: 360.0174 - mean_squared_error: 360.0174 - val_loss: 462.3860 - val_mean_squared_error: 462.3860
Epoch 8/30
81/81 [==============================] - 3s 43ms/step - loss: 236.7678 - mean_squared_error: 236.7678 - val_loss: 59.6516 - val_mean_squared_error: 59.6516
Epoch 9/30
81/81 [==============================] - 3s 43ms/step - loss: 476.1392 - mean_squared_error: 476.1392 - val_loss: 44.6025 - val_mean_squared_error: 44.6025
Epoch 10/30
81/81 [==============================] - 3s 43ms/step - loss: 246.6056 - mean_squared_error: 246.6056 - val_loss: 736.1005 - val_mean_squared_error: 736.1005
Epoch 11/30
81/81 [==============================] - 3s 43ms/step - loss: 168.2780 - mean_squared_error: 168.2780 - val_loss: 82.4616 - val_mean_squared_error: 82.4616
Epoch 12/30
81/81 [==============================] - 3s 43ms/step - loss: 139.8129 - mean_squared_error: 139.8129 - val_loss: 66.8833 - val_mean_squared_error: 66.8833
Epoch 13/30
81/81 [==============================] - 3s 43ms/step - loss: 119.7787 - mean_squared_error: 119.7787 - val_loss: 76.5891 - val_mean_squared_error: 76.5891
Epoch 14/30
81/81 [==============================] - 3s 43ms/step - loss: 162.9371 - mean_squared_error: 162.9371 - val_loss: 189.9263 - val_mean_squared_error: 189.9263
Epoch 15/30
81/81 [==============================] - 3s 42ms/step - loss: 119.0535 - mean_squared_error: 119.0535 - val_loss: 39.0268 - val_mean_squared_error: 39.0268
Epoch 16/30
81/81 [==============================] - 3s 42ms/step - loss: 166.6348 - mean_squared_error: 166.6348 - val_loss: 303.0287 - val_mean_squared_error: 303.0287
Epoch 17/30
81/81 [==============================] - 3s 42ms/step - loss: 105.1021 - mean_squared_error: 105.1021 - val_loss: 157.4085 - val_mean_squared_error: 157.4084
Epoch 18/30
81/81 [==============================] - 3s 43ms/step - loss: 96.0091 - mean_squared_error: 96.0091 - val_loss: 55.7323 - val_mean_squared_error: 55.7323
Epoch 19/30
81/81 [==============================] - 4s 45ms/step - loss: 91.8573 - mean_squared_error: 91.8573 - val_loss: 285.9676 - val_mean_squared_error: 285.9676
Epoch 20/30
81/81 [==============================] - 4s 44ms/step - loss: 83.1418 - mean_squared_error: 83.1418 - val_loss: 201.9433 - val_mean_squared_error: 201.9433
Epoch 21/30
81/81 [==============================] - 3s 43ms/step - loss: 78.0222 - mean_squared_error: 78.0222 - val_loss: 76.9376 - val_mean_squared_error: 76.9376
Epoch 22/30
81/81 [==============================] - 3s 43ms/step - loss: 72.9682 - mean_squared_error: 72.9682 - val_loss: 48.4668 - val_mean_squared_error: 48.4668
Epoch 23/30
81/81 [==============================] - 4s 43ms/step - loss: 66.1822 - mean_squared_error: 66.1822 - val_loss: 65.6857 - val_mean_squared_error: 65.6857
Epoch 24/30
81/81 [==============================] - 3s 43ms/step - loss: 63.8490 - mean_squared_error: 63.8490 - val_loss: 200.7891 - val_mean_squared_error: 200.7891
Epoch 25/30
81/81 [==============================] - 3s 43ms/step - loss: 60.6134 - mean_squared_error: 60.6134 - val_loss: 52.0952 - val_mean_squared_error: 52.0952
Epoch 26/30
81/81 [==============================] - 4s 44ms/step - loss: 62.5293 - mean_squared_error: 62.5293 - val_loss: 86.2704 - val_mean_squared_error: 86.2704
Epoch 27/30
81/81 [==============================] - 4s 43ms/step - loss: 58.5911 - mean_squared_error: 58.5911 - val_loss: 550.1916 - val_mean_squared_error: 550.1916
Epoch 28/30
81/81 [==============================] - 3s 43ms/step - loss: 55.3470 - mean_squared_error: 55.3470 - val_loss: 237.2468 - val_mean_squared_error: 237.2468
Epoch 29/30
81/81 [==============================] - 3s 43ms/step - loss: 56.3011 - mean_squared_error: 56.3011 - val_loss: 126.5645 - val_mean_squared_error: 126.5645
Epoch 30/30
81/81 [==============================] - 3s 43ms/step - loss: 52.9117 - mean_squared_error: 52.9117 - val_loss: 94.0339 - val_mean_squared_error: 94.0339
2022-12-10 12:27:07.015998: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:27:07.137635: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:27:07.229227: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:27:07.324838: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 12:27:09.141484: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:27:09.580569: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:27:09.703275: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:27:09.833398: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:27:10.066788: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:27:10.277388: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
 1/81 [..............................] - ETA: 3:29 - loss: 5474.4067 - mean_squared_error: 5474.4067
2022-12-10 12:27:10.490939: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4695.0342 - mean_squared_error: 4695.0342
2022-12-10 12:27:15.696977: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:27:15.833247: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:27:15.924947: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:27:16.017632: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 8s 73ms/step - loss: 4695.0342 - mean_squared_error: 4695.0342 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 3s 42ms/step - loss: 2153.2300 - mean_squared_error: 2153.2300 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 3s 41ms/step - loss: 1237.1160 - mean_squared_error: 1237.1160 - val_loss: 1098.8390 - val_mean_squared_error: 1098.8390
Epoch 4/30
81/81 [==============================] - 3s 40ms/step - loss: 615.4446 - mean_squared_error: 615.4446 - val_loss: 530.4849 - val_mean_squared_error: 530.4849
Epoch 5/30
81/81 [==============================] - 3s 40ms/step - loss: 556.3781 - mean_squared_error: 556.3781 - val_loss: 56.6271 - val_mean_squared_error: 56.6271
Epoch 6/30
81/81 [==============================] - 3s 41ms/step - loss: 563.6143 - mean_squared_error: 563.6143 - val_loss: 234.5437 - val_mean_squared_error: 234.5437
Epoch 7/30
81/81 [==============================] - 3s 40ms/step - loss: 314.8181 - mean_squared_error: 314.8181 - val_loss: 247.7474 - val_mean_squared_error: 247.7474
Epoch 8/30
81/81 [==============================] - 3s 40ms/step - loss: 289.2072 - mean_squared_error: 289.2072 - val_loss: 181.6935 - val_mean_squared_error: 181.6935
Epoch 9/30
81/81 [==============================] - 3s 40ms/step - loss: 268.3212 - mean_squared_error: 268.3212 - val_loss: 80.8885 - val_mean_squared_error: 80.8885
Epoch 10/30
81/81 [==============================] - 3s 41ms/step - loss: 278.0587 - mean_squared_error: 278.0587 - val_loss: 47.1870 - val_mean_squared_error: 47.1870
Epoch 11/30
81/81 [==============================] - 3s 41ms/step - loss: 267.0050 - mean_squared_error: 267.0050 - val_loss: 69.6513 - val_mean_squared_error: 69.6513
Epoch 12/30
81/81 [==============================] - 3s 41ms/step - loss: 281.7270 - mean_squared_error: 281.7270 - val_loss: 34.3189 - val_mean_squared_error: 34.3189
Epoch 13/30
81/81 [==============================] - 3s 40ms/step - loss: 272.4559 - mean_squared_error: 272.4559 - val_loss: 32.6814 - val_mean_squared_error: 32.6814
Epoch 14/30
81/81 [==============================] - 3s 41ms/step - loss: 269.4722 - mean_squared_error: 269.4722 - val_loss: 43.7645 - val_mean_squared_error: 43.7645
Epoch 15/30
81/81 [==============================] - 3s 40ms/step - loss: 257.6805 - mean_squared_error: 257.6805 - val_loss: 65.6901 - val_mean_squared_error: 65.6901
Epoch 16/30
81/81 [==============================] - 3s 41ms/step - loss: 266.6327 - mean_squared_error: 266.6327 - val_loss: 46.4491 - val_mean_squared_error: 46.4491
Epoch 17/30
81/81 [==============================] - 3s 41ms/step - loss: 255.7021 - mean_squared_error: 255.7021 - val_loss: 57.3918 - val_mean_squared_error: 57.3918
Epoch 18/30
81/81 [==============================] - 3s 41ms/step - loss: 250.9181 - mean_squared_error: 250.9181 - val_loss: 42.7929 - val_mean_squared_error: 42.7929
Epoch 19/30
81/81 [==============================] - 3s 41ms/step - loss: 234.6600 - mean_squared_error: 234.6600 - val_loss: 173.6109 - val_mean_squared_error: 173.6109
Epoch 20/30
81/81 [==============================] - 3s 40ms/step - loss: 241.8250 - mean_squared_error: 241.8250 - val_loss: 69.0618 - val_mean_squared_error: 69.0618
Epoch 21/30
81/81 [==============================] - 3s 40ms/step - loss: 227.7052 - mean_squared_error: 227.7052 - val_loss: 59.9035 - val_mean_squared_error: 59.9035
Epoch 22/30
81/81 [==============================] - 3s 41ms/step - loss: 254.1335 - mean_squared_error: 254.1335 - val_loss: 306.5077 - val_mean_squared_error: 306.5077
Epoch 23/30
81/81 [==============================] - 3s 40ms/step - loss: 225.2291 - mean_squared_error: 225.2291 - val_loss: 141.3957 - val_mean_squared_error: 141.3957
Epoch 24/30
81/81 [==============================] - 3s 40ms/step - loss: 273.9212 - mean_squared_error: 273.9212 - val_loss: 249.8921 - val_mean_squared_error: 249.8921
Epoch 25/30
81/81 [==============================] - 3s 40ms/step - loss: 226.9633 - mean_squared_error: 226.9633 - val_loss: 55.3753 - val_mean_squared_error: 55.3753
Epoch 26/30
81/81 [==============================] - 3s 40ms/step - loss: 226.4716 - mean_squared_error: 226.4716 - val_loss: 112.1471 - val_mean_squared_error: 112.1471
Epoch 27/30
81/81 [==============================] - 3s 41ms/step - loss: 247.9668 - mean_squared_error: 247.9668 - val_loss: 64.4815 - val_mean_squared_error: 64.4815
Epoch 28/30
81/81 [==============================] - 3s 40ms/step - loss: 239.4651 - mean_squared_error: 239.4651 - val_loss: 140.9378 - val_mean_squared_error: 140.9378
Epoch 29/30
81/81 [==============================] - 3s 40ms/step - loss: 249.3499 - mean_squared_error: 249.3499 - val_loss: 99.4022 - val_mean_squared_error: 99.4022
Epoch 30/30
81/81 [==============================] - 3s 41ms/step - loss: 257.0290 - mean_squared_error: 257.0290 - val_loss: 188.8307 - val_mean_squared_error: 188.8307
2022-12-10 12:28:51.835926: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:28:51.963422: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:28:52.043023: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:28:52.137268: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 50)
(286, 50)
Epoch 1/30
2022-12-10 12:28:53.968041: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:28:54.430382: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:28:54.755955: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:28:54.930117: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:28:55.195319: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:28:55.467492: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:28:55.724937: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4894.4810 - mean_squared_error: 4894.4810
2022-12-10 12:29:01.858985: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:29:01.998715: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:29:02.115846: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:29:02.215544: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 10s 86ms/step - loss: 4894.4810 - mean_squared_error: 4894.4810 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 4s 50ms/step - loss: 2694.5603 - mean_squared_error: 2694.5603 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 4s 48ms/step - loss: 1994.9655 - mean_squared_error: 1994.9655 - val_loss: 288.5669 - val_mean_squared_error: 288.5669
Epoch 4/30
81/81 [==============================] - 4s 48ms/step - loss: 1681.9470 - mean_squared_error: 1681.9470 - val_loss: 387.6811 - val_mean_squared_error: 387.6811
Epoch 5/30
81/81 [==============================] - 4s 48ms/step - loss: 1663.4506 - mean_squared_error: 1663.4506 - val_loss: 416.3937 - val_mean_squared_error: 416.3937
Epoch 6/30
81/81 [==============================] - 4s 48ms/step - loss: 1648.8221 - mean_squared_error: 1648.8221 - val_loss: 530.8481 - val_mean_squared_error: 530.8481
Epoch 7/30
81/81 [==============================] - 4s 49ms/step - loss: 1676.7043 - mean_squared_error: 1676.7043 - val_loss: 464.5934 - val_mean_squared_error: 464.5934
Epoch 8/30
81/81 [==============================] - 4s 48ms/step - loss: 1648.5503 - mean_squared_error: 1648.5503 - val_loss: 271.7184 - val_mean_squared_error: 271.7184
Epoch 9/30
81/81 [==============================] - 4s 48ms/step - loss: 1660.1217 - mean_squared_error: 1660.1217 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 10/30
81/81 [==============================] - 4s 49ms/step - loss: 1627.9512 - mean_squared_error: 1627.9512 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 11/30
81/81 [==============================] - 4s 48ms/step - loss: 1743.6993 - mean_squared_error: 1743.6993 - val_loss: 3283.4353 - val_mean_squared_error: 3283.4353
Epoch 12/30
81/81 [==============================] - 4s 51ms/step - loss: 297.0408 - mean_squared_error: 297.0408 - val_loss: 4757.8325 - val_mean_squared_error: 4757.8325
Epoch 13/30
81/81 [==============================] - 4s 49ms/step - loss: 102.2961 - mean_squared_error: 102.2961 - val_loss: 3470.8552 - val_mean_squared_error: 3470.8550
Epoch 14/30
81/81 [==============================] - 4s 49ms/step - loss: 89.0618 - mean_squared_error: 89.0618 - val_loss: 1027.2255 - val_mean_squared_error: 1027.2255
Epoch 15/30
81/81 [==============================] - 4s 49ms/step - loss: 77.3432 - mean_squared_error: 77.3432 - val_loss: 336.8246 - val_mean_squared_error: 336.8246
Epoch 16/30
81/81 [==============================] - 4s 48ms/step - loss: 74.5786 - mean_squared_error: 74.5786 - val_loss: 346.1392 - val_mean_squared_error: 346.1392
Epoch 17/30
81/81 [==============================] - 4s 48ms/step - loss: 65.9710 - mean_squared_error: 65.9710 - val_loss: 168.1237 - val_mean_squared_error: 168.1237
Epoch 18/30
81/81 [==============================] - 4s 49ms/step - loss: 62.6710 - mean_squared_error: 62.6710 - val_loss: 158.0251 - val_mean_squared_error: 158.0251
Epoch 19/30
81/81 [==============================] - 4s 48ms/step - loss: 62.3631 - mean_squared_error: 62.3631 - val_loss: 209.1850 - val_mean_squared_error: 209.1850
Epoch 20/30
81/81 [==============================] - 4s 49ms/step - loss: 54.9497 - mean_squared_error: 54.9497 - val_loss: 93.4760 - val_mean_squared_error: 93.4760
Epoch 21/30
81/81 [==============================] - 4s 49ms/step - loss: 57.7919 - mean_squared_error: 57.7919 - val_loss: 129.1621 - val_mean_squared_error: 129.1621
Epoch 22/30
81/81 [==============================] - 4s 48ms/step - loss: 53.9182 - mean_squared_error: 53.9182 - val_loss: 97.6046 - val_mean_squared_error: 97.6046
Epoch 23/30
81/81 [==============================] - 4s 49ms/step - loss: 53.8239 - mean_squared_error: 53.8239 - val_loss: 87.9254 - val_mean_squared_error: 87.9254
Epoch 24/30
81/81 [==============================] - 4s 49ms/step - loss: 54.2540 - mean_squared_error: 54.2540 - val_loss: 161.8342 - val_mean_squared_error: 161.8342
Epoch 25/30
81/81 [==============================] - 4s 49ms/step - loss: 50.0776 - mean_squared_error: 50.0776 - val_loss: 59.0532 - val_mean_squared_error: 59.0532
Epoch 26/30
81/81 [==============================] - 4s 48ms/step - loss: 48.1477 - mean_squared_error: 48.1477 - val_loss: 62.5167 - val_mean_squared_error: 62.5167
Epoch 27/30
81/81 [==============================] - 4s 49ms/step - loss: 54.3756 - mean_squared_error: 54.3756 - val_loss: 275.0388 - val_mean_squared_error: 275.0388
Epoch 28/30
81/81 [==============================] - 4s 49ms/step - loss: 51.8213 - mean_squared_error: 51.8213 - val_loss: 63.9040 - val_mean_squared_error: 63.9040
Epoch 29/30
81/81 [==============================] - 4s 49ms/step - loss: 50.1257 - mean_squared_error: 50.1257 - val_loss: 41.7635 - val_mean_squared_error: 41.7635
Epoch 30/30
81/81 [==============================] - 4s 51ms/step - loss: 48.0785 - mean_squared_error: 48.0785 - val_loss: 120.9971 - val_mean_squared_error: 120.9971
2022-12-10 12:30:57.603531: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:30:57.738544: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:30:57.841856: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:30:57.941769: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx :  0
best_solution :  [1 1 1 1 1 0 1 0 1 1 0 1 0 1 0 1 0 0 1 0 0 1 0 0 1 1 0 1 0 1 0 1 1 1 0 0 1
 1 0 1 0 1 1 1 1 0 1 1 0 0 0 1 1 1 1 1 1 0 1 0 0 1 1 0 0 1 1 1 0 1 0 0 1 1
 1 0 1 1 0 0 1]
Selected indices :  [ 0  1  2  3  4  6  8  9 11 13 15 18 21 24 25 27 29 31 32 33 36 37 39 41
 42 43 44 46 47 51 52 53 54 55 56 58 61 62 65 66 67 69 72 73 74 76 77 80]
Number of selected elements :  48
Best solution fitness :  0.01657584507916953
Generation:  1
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 48)
(286, 48)
Epoch 1/30
2022-12-10 12:30:59.949843: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:31:00.362284: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:31:00.511557: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:31:00.700197: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:31:00.954644: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:31:01.204227: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:31:01.456728: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4873.2041 - mean_squared_error: 4873.2041
2022-12-10 12:31:07.699058: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:31:07.824372: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:31:07.932758: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:31:08.063617: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 10s 89ms/step - loss: 4873.2041 - mean_squared_error: 4873.2041 - val_loss: 2394.6055 - val_mean_squared_error: 2394.6055
Epoch 2/30
81/81 [==============================] - 4s 49ms/step - loss: 2603.0132 - mean_squared_error: 2603.0132 - val_loss: 73.6973 - val_mean_squared_error: 73.6973
Epoch 3/30
81/81 [==============================] - 4s 49ms/step - loss: 1645.8002 - mean_squared_error: 1645.8002 - val_loss: 20.1102 - val_mean_squared_error: 20.1102
Epoch 4/30
81/81 [==============================] - 4s 50ms/step - loss: 1130.5203 - mean_squared_error: 1130.5203 - val_loss: 477.9078 - val_mean_squared_error: 477.9078
Epoch 5/30
81/81 [==============================] - 4s 48ms/step - loss: 928.2136 - mean_squared_error: 928.2136 - val_loss: 309.9883 - val_mean_squared_error: 309.9883
Epoch 6/30
81/81 [==============================] - 4s 48ms/step - loss: 926.0173 - mean_squared_error: 926.0173 - val_loss: 131.1795 - val_mean_squared_error: 131.1795
Epoch 7/30
81/81 [==============================] - 4s 48ms/step - loss: 915.0238 - mean_squared_error: 915.0238 - val_loss: 25.6296 - val_mean_squared_error: 25.6296
Epoch 8/30
81/81 [==============================] - 4s 48ms/step - loss: 777.4872 - mean_squared_error: 777.4872 - val_loss: 930.6609 - val_mean_squared_error: 930.6609
Epoch 9/30
81/81 [==============================] - 4s 48ms/step - loss: 548.3146 - mean_squared_error: 548.3146 - val_loss: 1991.1722 - val_mean_squared_error: 1991.1722
Epoch 10/30
81/81 [==============================] - 4s 48ms/step - loss: 210.5955 - mean_squared_error: 210.5955 - val_loss: 24.5495 - val_mean_squared_error: 24.5495
Epoch 11/30
81/81 [==============================] - 4s 48ms/step - loss: 101.7264 - mean_squared_error: 101.7264 - val_loss: 21.4137 - val_mean_squared_error: 21.4137
Epoch 12/30
81/81 [==============================] - 4s 48ms/step - loss: 78.1097 - mean_squared_error: 78.1097 - val_loss: 91.4191 - val_mean_squared_error: 91.4191
Epoch 13/30
81/81 [==============================] - 4s 48ms/step - loss: 81.3763 - mean_squared_error: 81.3763 - val_loss: 9.9660 - val_mean_squared_error: 9.9660
Epoch 14/30
81/81 [==============================] - 4s 48ms/step - loss: 67.8603 - mean_squared_error: 67.8603 - val_loss: 94.4576 - val_mean_squared_error: 94.4576
Epoch 15/30
81/81 [==============================] - 4s 48ms/step - loss: 64.5777 - mean_squared_error: 64.5777 - val_loss: 151.0581 - val_mean_squared_error: 151.0581
Epoch 16/30
81/81 [==============================] - 4s 48ms/step - loss: 58.1492 - mean_squared_error: 58.1492 - val_loss: 29.2265 - val_mean_squared_error: 29.2265
Epoch 17/30
81/81 [==============================] - 4s 48ms/step - loss: 49.9798 - mean_squared_error: 49.9798 - val_loss: 104.2441 - val_mean_squared_error: 104.2441
Epoch 18/30
81/81 [==============================] - 4s 48ms/step - loss: 62.3163 - mean_squared_error: 62.3163 - val_loss: 28.2365 - val_mean_squared_error: 28.2365
Epoch 19/30
81/81 [==============================] - 4s 49ms/step - loss: 55.9936 - mean_squared_error: 55.9936 - val_loss: 27.0742 - val_mean_squared_error: 27.0742
Epoch 20/30
81/81 [==============================] - 4s 48ms/step - loss: 49.6871 - mean_squared_error: 49.6871 - val_loss: 29.3843 - val_mean_squared_error: 29.3843
Epoch 21/30
81/81 [==============================] - 4s 49ms/step - loss: 93.1877 - mean_squared_error: 93.1877 - val_loss: 9155.8906 - val_mean_squared_error: 9155.8906
Epoch 22/30
81/81 [==============================] - 4s 48ms/step - loss: 65.4949 - mean_squared_error: 65.4949 - val_loss: 73.0488 - val_mean_squared_error: 73.0488
Epoch 23/30
81/81 [==============================] - 4s 48ms/step - loss: 54.1591 - mean_squared_error: 54.1591 - val_loss: 38.1079 - val_mean_squared_error: 38.1079
Epoch 24/30
81/81 [==============================] - 4s 48ms/step - loss: 50.4597 - mean_squared_error: 50.4597 - val_loss: 19.8889 - val_mean_squared_error: 19.8889
Epoch 25/30
81/81 [==============================] - 4s 48ms/step - loss: 45.1676 - mean_squared_error: 45.1676 - val_loss: 25.8606 - val_mean_squared_error: 25.8606
Epoch 26/30
81/81 [==============================] - 4s 48ms/step - loss: 48.5147 - mean_squared_error: 48.5147 - val_loss: 168.9768 - val_mean_squared_error: 168.9768
Epoch 27/30
81/81 [==============================] - 4s 49ms/step - loss: 42.4404 - mean_squared_error: 42.4404 - val_loss: 96.9312 - val_mean_squared_error: 96.9312
Epoch 28/30
81/81 [==============================] - 4s 49ms/step - loss: 43.3213 - mean_squared_error: 43.3213 - val_loss: 43.7178 - val_mean_squared_error: 43.7178
Epoch 29/30
81/81 [==============================] - 4s 49ms/step - loss: 44.9355 - mean_squared_error: 44.9355 - val_loss: 29.8959 - val_mean_squared_error: 29.8959
Epoch 30/30
81/81 [==============================] - 4s 48ms/step - loss: 39.9128 - mean_squared_error: 39.9128 - val_loss: 212.5343 - val_mean_squared_error: 212.5343
2022-12-10 12:33:02.746656: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:33:02.863762: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:33:02.984690: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:33:03.117897: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.16524764 ... 0.         0.         0.        ]
 [0.19041704 0.15281651 0.169704   ... 0.         0.         0.        ]
 [0.18030169 0.18600112 0.17343575 ... 0.         0.         0.        ]
 ...
 [0.07808341 0.07933631 0.08050433 ... 0.         0.         0.        ]
 [0.0743567  0.07306191 0.07604797 ... 0.         0.         0.        ]
 [0.07488909 0.08951478 0.07256983 ... 0.         0.         0.        ]]
(2577, 44)
(286, 44)
Epoch 1/30
2022-12-10 12:33:04.909063: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:33:05.364826: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:33:05.499910: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:33:05.636181: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:33:05.876545: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:33:06.103785: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
 1/81 [..............................] - ETA: 3:24 - loss: 7321.0981 - mean_squared_error: 7321.0981
2022-12-10 12:33:06.324360: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4466.6025 - mean_squared_error: 4466.6025
2022-12-10 12:33:12.603624: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:33:12.741403: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:33:12.846442: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:33:12.941891: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 10s 88ms/step - loss: 4466.6025 - mean_squared_error: 4466.6025 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 4s 47ms/step - loss: 1465.5956 - mean_squared_error: 1465.5956 - val_loss: 240.5378 - val_mean_squared_error: 240.5378
Epoch 3/30
81/81 [==============================] - 4s 46ms/step - loss: 937.7607 - mean_squared_error: 937.7607 - val_loss: 215.8772 - val_mean_squared_error: 215.8772
Epoch 4/30
81/81 [==============================] - 4s 46ms/step - loss: 638.4656 - mean_squared_error: 638.4656 - val_loss: 253.6339 - val_mean_squared_error: 253.6339
Epoch 5/30
81/81 [==============================] - 4s 46ms/step - loss: 545.7242 - mean_squared_error: 545.7242 - val_loss: 43.8327 - val_mean_squared_error: 43.8327
Epoch 6/30
81/81 [==============================] - 4s 45ms/step - loss: 531.2341 - mean_squared_error: 531.2341 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 7/30
81/81 [==============================] - 4s 46ms/step - loss: 389.2038 - mean_squared_error: 389.2038 - val_loss: 105.4109 - val_mean_squared_error: 105.4109
Epoch 8/30
81/81 [==============================] - 4s 45ms/step - loss: 266.5157 - mean_squared_error: 266.5157 - val_loss: 74.6540 - val_mean_squared_error: 74.6540
Epoch 9/30
81/81 [==============================] - 4s 45ms/step - loss: 180.4768 - mean_squared_error: 180.4768 - val_loss: 79.8285 - val_mean_squared_error: 79.8285
Epoch 10/30
81/81 [==============================] - 4s 45ms/step - loss: 81.8366 - mean_squared_error: 81.8366 - val_loss: 108.0794 - val_mean_squared_error: 108.0794
Epoch 11/30
81/81 [==============================] - 4s 45ms/step - loss: 63.6513 - mean_squared_error: 63.6513 - val_loss: 69.5267 - val_mean_squared_error: 69.5267
Epoch 12/30
81/81 [==============================] - 4s 46ms/step - loss: 56.3682 - mean_squared_error: 56.3682 - val_loss: 110.9456 - val_mean_squared_error: 110.9456
Epoch 13/30
81/81 [==============================] - 4s 45ms/step - loss: 61.5412 - mean_squared_error: 61.5412 - val_loss: 34.1783 - val_mean_squared_error: 34.1783
Epoch 14/30
81/81 [==============================] - 4s 45ms/step - loss: 64.5951 - mean_squared_error: 64.5951 - val_loss: 29.4443 - val_mean_squared_error: 29.4443
Epoch 15/30
81/81 [==============================] - 4s 45ms/step - loss: 56.3005 - mean_squared_error: 56.3005 - val_loss: 52.1258 - val_mean_squared_error: 52.1258
Epoch 16/30
81/81 [==============================] - 4s 45ms/step - loss: 55.6407 - mean_squared_error: 55.6407 - val_loss: 31.2534 - val_mean_squared_error: 31.2534
Epoch 17/30
81/81 [==============================] - 4s 45ms/step - loss: 58.5588 - mean_squared_error: 58.5588 - val_loss: 156.1759 - val_mean_squared_error: 156.1759
Epoch 18/30
81/81 [==============================] - 4s 45ms/step - loss: 52.5094 - mean_squared_error: 52.5094 - val_loss: 160.2110 - val_mean_squared_error: 160.2110
Epoch 19/30
81/81 [==============================] - 4s 45ms/step - loss: 57.4341 - mean_squared_error: 57.4341 - val_loss: 141.0873 - val_mean_squared_error: 141.0873
Epoch 20/30
81/81 [==============================] - 4s 45ms/step - loss: 47.2033 - mean_squared_error: 47.2033 - val_loss: 74.5288 - val_mean_squared_error: 74.5288
Epoch 21/30
81/81 [==============================] - 4s 45ms/step - loss: 53.4043 - mean_squared_error: 53.4043 - val_loss: 204.1804 - val_mean_squared_error: 204.1804
Epoch 22/30
81/81 [==============================] - 4s 46ms/step - loss: 45.2528 - mean_squared_error: 45.2528 - val_loss: 234.8134 - val_mean_squared_error: 234.8134
Epoch 23/30
81/81 [==============================] - 4s 46ms/step - loss: 50.4453 - mean_squared_error: 50.4453 - val_loss: 182.0918 - val_mean_squared_error: 182.0918
Epoch 24/30
81/81 [==============================] - 4s 45ms/step - loss: 42.8126 - mean_squared_error: 42.8126 - val_loss: 129.2427 - val_mean_squared_error: 129.2427
Epoch 25/30
81/81 [==============================] - 4s 46ms/step - loss: 40.1669 - mean_squared_error: 40.1669 - val_loss: 118.0352 - val_mean_squared_error: 118.0352
Epoch 26/30
81/81 [==============================] - 4s 46ms/step - loss: 44.7742 - mean_squared_error: 44.7742 - val_loss: 195.4221 - val_mean_squared_error: 195.4221
Epoch 27/30
81/81 [==============================] - 4s 45ms/step - loss: 46.5961 - mean_squared_error: 46.5961 - val_loss: 262.8586 - val_mean_squared_error: 262.8586
Epoch 28/30
81/81 [==============================] - 4s 46ms/step - loss: 47.6434 - mean_squared_error: 47.6434 - val_loss: 286.2825 - val_mean_squared_error: 286.2824
Epoch 29/30
81/81 [==============================] - 4s 45ms/step - loss: 46.0383 - mean_squared_error: 46.0383 - val_loss: 198.5340 - val_mean_squared_error: 198.5340
Epoch 30/30
81/81 [==============================] - 4s 45ms/step - loss: 45.3738 - mean_squared_error: 45.3738 - val_loss: 253.6102 - val_mean_squared_error: 253.6102
2022-12-10 12:35:00.773887: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:35:00.906707: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:35:01.032223: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:35:01.162032: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.19041704 0.15281651 0.44309554 ... 0.         0.         0.        ]
 [0.18030169 0.18600112 0.44272007 ... 0.         0.         0.        ]
 ...
 [0.07808341 0.07933631 0.74735086 ... 0.         0.         0.        ]
 [0.0743567  0.07306191 0.76512307 ... 0.         0.         0.        ]
 [0.07488909 0.08951478 0.76583229 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 12:35:03.120593: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:35:03.602482: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:35:03.768617: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:35:03.943211: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:35:04.274768: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:35:04.605091: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:35:04.931504: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4994.6353 - mean_squared_error: 4994.6353
2022-12-10 12:35:11.500781: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:35:11.648376: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:35:11.766627: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:35:11.899269: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 11s 95ms/step - loss: 4994.6353 - mean_squared_error: 4994.6353 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 4s 46ms/step - loss: 2634.3740 - mean_squared_error: 2634.3740 - val_loss: 118.4372 - val_mean_squared_error: 118.4372
Epoch 3/30
81/81 [==============================] - 4s 45ms/step - loss: 1405.9276 - mean_squared_error: 1405.9276 - val_loss: 593.6695 - val_mean_squared_error: 593.6695
Epoch 4/30
81/81 [==============================] - 4s 45ms/step - loss: 1151.8389 - mean_squared_error: 1151.8389 - val_loss: 272.2657 - val_mean_squared_error: 272.2657
Epoch 5/30
81/81 [==============================] - 4s 45ms/step - loss: 1106.0887 - mean_squared_error: 1106.0887 - val_loss: 22.0911 - val_mean_squared_error: 22.0911
Epoch 6/30
81/81 [==============================] - 4s 44ms/step - loss: 1001.4987 - mean_squared_error: 1001.4987 - val_loss: 264.4770 - val_mean_squared_error: 264.4770
Epoch 7/30
81/81 [==============================] - 4s 44ms/step - loss: 810.3710 - mean_squared_error: 810.3710 - val_loss: 1639.6884 - val_mean_squared_error: 1639.6884
Epoch 8/30
81/81 [==============================] - 4s 44ms/step - loss: 743.5293 - mean_squared_error: 743.5293 - val_loss: 259.2853 - val_mean_squared_error: 259.2853
Epoch 9/30
81/81 [==============================] - 4s 44ms/step - loss: 755.7716 - mean_squared_error: 755.7716 - val_loss: 69.9905 - val_mean_squared_error: 69.9905
Epoch 10/30
81/81 [==============================] - 4s 44ms/step - loss: 693.4310 - mean_squared_error: 693.4310 - val_loss: 94.0539 - val_mean_squared_error: 94.0539
Epoch 11/30
81/81 [==============================] - 4s 44ms/step - loss: 718.1315 - mean_squared_error: 718.1315 - val_loss: 95.3399 - val_mean_squared_error: 95.3399
Epoch 12/30
81/81 [==============================] - 4s 44ms/step - loss: 714.4089 - mean_squared_error: 714.4089 - val_loss: 87.3420 - val_mean_squared_error: 87.3420
Epoch 13/30
81/81 [==============================] - 4s 44ms/step - loss: 678.1108 - mean_squared_error: 678.1108 - val_loss: 78.4988 - val_mean_squared_error: 78.4988
Epoch 14/30
81/81 [==============================] - 4s 44ms/step - loss: 678.6495 - mean_squared_error: 678.6495 - val_loss: 79.0029 - val_mean_squared_error: 79.0029
Epoch 15/30
81/81 [==============================] - 4s 44ms/step - loss: 683.9462 - mean_squared_error: 683.9462 - val_loss: 71.9370 - val_mean_squared_error: 71.9370
Epoch 16/30
81/81 [==============================] - 4s 44ms/step - loss: 702.5004 - mean_squared_error: 702.5004 - val_loss: 45.0750 - val_mean_squared_error: 45.0750
Epoch 17/30
81/81 [==============================] - 4s 44ms/step - loss: 678.3714 - mean_squared_error: 678.3714 - val_loss: 62.7519 - val_mean_squared_error: 62.7519
Epoch 18/30
81/81 [==============================] - 4s 44ms/step - loss: 692.3621 - mean_squared_error: 692.3621 - val_loss: 114.4976 - val_mean_squared_error: 114.4976
Epoch 19/30
81/81 [==============================] - 4s 44ms/step - loss: 647.9706 - mean_squared_error: 647.9706 - val_loss: 156.7271 - val_mean_squared_error: 156.7271
Epoch 20/30
81/81 [==============================] - 4s 44ms/step - loss: 647.8291 - mean_squared_error: 647.8291 - val_loss: 163.6592 - val_mean_squared_error: 163.6592
Epoch 21/30
81/81 [==============================] - 4s 44ms/step - loss: 682.1860 - mean_squared_error: 682.1860 - val_loss: 278.2441 - val_mean_squared_error: 278.2441
Epoch 22/30
81/81 [==============================] - 4s 44ms/step - loss: 679.0938 - mean_squared_error: 679.0938 - val_loss: 259.7949 - val_mean_squared_error: 259.7949
Epoch 23/30
81/81 [==============================] - 4s 44ms/step - loss: 649.8618 - mean_squared_error: 649.8618 - val_loss: 250.4362 - val_mean_squared_error: 250.4362
Epoch 24/30
81/81 [==============================] - 4s 44ms/step - loss: 608.6058 - mean_squared_error: 608.6058 - val_loss: 131.0398 - val_mean_squared_error: 131.0398
Epoch 25/30
81/81 [==============================] - 4s 45ms/step - loss: 639.9582 - mean_squared_error: 639.9582 - val_loss: 44.1297 - val_mean_squared_error: 44.1297
Epoch 26/30
81/81 [==============================] - 4s 45ms/step - loss: 673.6186 - mean_squared_error: 673.6186 - val_loss: 87.4498 - val_mean_squared_error: 87.4498
Epoch 27/30
81/81 [==============================] - 4s 44ms/step - loss: 652.7372 - mean_squared_error: 652.7372 - val_loss: 291.9551 - val_mean_squared_error: 291.9551
Epoch 28/30
81/81 [==============================] - 4s 44ms/step - loss: 675.2113 - mean_squared_error: 675.2113 - val_loss: 112.7226 - val_mean_squared_error: 112.7226
Epoch 29/30
81/81 [==============================] - 4s 44ms/step - loss: 714.7048 - mean_squared_error: 714.7048 - val_loss: 76.8034 - val_mean_squared_error: 76.8034
Epoch 30/30
81/81 [==============================] - 4s 44ms/step - loss: 675.5963 - mean_squared_error: 675.5963 - val_loss: 118.1573 - val_mean_squared_error: 118.1573
2022-12-10 12:36:56.671757: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:36:56.810439: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:36:56.935420: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:36:57.067319: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 12:36:59.089164: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:36:59.563440: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:36:59.735817: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:36:59.917133: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:37:00.187813: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:37:00.405661: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:37:00.721233: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4810.9067 - mean_squared_error: 4810.9067
2022-12-10 12:37:07.471184: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:37:07.623057: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:37:07.739685: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:37:07.866624: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 11s 95ms/step - loss: 4810.9067 - mean_squared_error: 4810.9067 - val_loss: 471.4123 - val_mean_squared_error: 471.4123
Epoch 2/30
81/81 [==============================] - 4s 45ms/step - loss: 2429.2151 - mean_squared_error: 2429.2151 - val_loss: 245.6257 - val_mean_squared_error: 245.6257
Epoch 3/30
81/81 [==============================] - 4s 43ms/step - loss: 1477.7729 - mean_squared_error: 1477.7729 - val_loss: 646.2132 - val_mean_squared_error: 646.2131
Epoch 4/30
81/81 [==============================] - 3s 42ms/step - loss: 1220.3518 - mean_squared_error: 1220.3518 - val_loss: 503.7481 - val_mean_squared_error: 503.7481
Epoch 5/30
81/81 [==============================] - 3s 42ms/step - loss: 537.8073 - mean_squared_error: 537.8073 - val_loss: 57.0079 - val_mean_squared_error: 57.0079
Epoch 6/30
81/81 [==============================] - 4s 49ms/step - loss: 647.6135 - mean_squared_error: 647.6135 - val_loss: 232.8750 - val_mean_squared_error: 232.8750
Epoch 7/30
81/81 [==============================] - 3s 42ms/step - loss: 335.1114 - mean_squared_error: 335.1114 - val_loss: 20.3368 - val_mean_squared_error: 20.3368
Epoch 8/30
81/81 [==============================] - 3s 43ms/step - loss: 304.9925 - mean_squared_error: 304.9925 - val_loss: 102.6544 - val_mean_squared_error: 102.6544
Epoch 9/30
81/81 [==============================] - 3s 41ms/step - loss: 313.2930 - mean_squared_error: 313.2930 - val_loss: 44.1994 - val_mean_squared_error: 44.1994
Epoch 10/30
81/81 [==============================] - 3s 41ms/step - loss: 207.4841 - mean_squared_error: 207.4841 - val_loss: 1039.3514 - val_mean_squared_error: 1039.3514
Epoch 11/30
81/81 [==============================] - 3s 42ms/step - loss: 80.6874 - mean_squared_error: 80.6874 - val_loss: 101.8173 - val_mean_squared_error: 101.8173
Epoch 12/30
81/81 [==============================] - 3s 42ms/step - loss: 75.0194 - mean_squared_error: 75.0194 - val_loss: 304.7304 - val_mean_squared_error: 304.7304
Epoch 13/30
81/81 [==============================] - 3s 42ms/step - loss: 73.4427 - mean_squared_error: 73.4427 - val_loss: 235.8078 - val_mean_squared_error: 235.8078
Epoch 14/30
81/81 [==============================] - 3s 42ms/step - loss: 76.2473 - mean_squared_error: 76.2473 - val_loss: 179.2897 - val_mean_squared_error: 179.2897
Epoch 15/30
81/81 [==============================] - 4s 44ms/step - loss: 75.8367 - mean_squared_error: 75.8367 - val_loss: 146.8242 - val_mean_squared_error: 146.8242
Epoch 16/30
81/81 [==============================] - 3s 42ms/step - loss: 70.2792 - mean_squared_error: 70.2792 - val_loss: 51.7590 - val_mean_squared_error: 51.7590
Epoch 17/30
81/81 [==============================] - 4s 44ms/step - loss: 65.0705 - mean_squared_error: 65.0705 - val_loss: 151.8815 - val_mean_squared_error: 151.8815
Epoch 18/30
81/81 [==============================] - 3s 42ms/step - loss: 59.4474 - mean_squared_error: 59.4474 - val_loss: 145.9535 - val_mean_squared_error: 145.9535
Epoch 19/30
81/81 [==============================] - 4s 46ms/step - loss: 60.0095 - mean_squared_error: 60.0095 - val_loss: 47.6006 - val_mean_squared_error: 47.6006
Epoch 20/30
81/81 [==============================] - 3s 41ms/step - loss: 62.8162 - mean_squared_error: 62.8162 - val_loss: 52.8162 - val_mean_squared_error: 52.8162
Epoch 21/30
81/81 [==============================] - 3s 41ms/step - loss: 59.0079 - mean_squared_error: 59.0079 - val_loss: 37.5801 - val_mean_squared_error: 37.5801
Epoch 22/30
81/81 [==============================] - 3s 41ms/step - loss: 54.4601 - mean_squared_error: 54.4601 - val_loss: 124.2974 - val_mean_squared_error: 124.2974
Epoch 23/30
81/81 [==============================] - 3s 42ms/step - loss: 50.7957 - mean_squared_error: 50.7957 - val_loss: 65.5358 - val_mean_squared_error: 65.5358
Epoch 24/30
81/81 [==============================] - 3s 41ms/step - loss: 53.8010 - mean_squared_error: 53.8010 - val_loss: 89.0206 - val_mean_squared_error: 89.0206
Epoch 25/30
81/81 [==============================] - 3s 41ms/step - loss: 57.2684 - mean_squared_error: 57.2684 - val_loss: 79.4196 - val_mean_squared_error: 79.4196
Epoch 26/30
81/81 [==============================] - 3s 42ms/step - loss: 49.0533 - mean_squared_error: 49.0533 - val_loss: 38.1918 - val_mean_squared_error: 38.1918
Epoch 27/30
81/81 [==============================] - 3s 42ms/step - loss: 49.0824 - mean_squared_error: 49.0824 - val_loss: 39.4806 - val_mean_squared_error: 39.4806
Epoch 28/30
81/81 [==============================] - 3s 41ms/step - loss: 43.1727 - mean_squared_error: 43.1727 - val_loss: 39.4906 - val_mean_squared_error: 39.4906
Epoch 29/30
81/81 [==============================] - 3s 42ms/step - loss: 44.6351 - mean_squared_error: 44.6351 - val_loss: 42.7496 - val_mean_squared_error: 42.7496
Epoch 30/30
81/81 [==============================] - 3s 41ms/step - loss: 50.2219 - mean_squared_error: 50.2219 - val_loss: 42.3228 - val_mean_squared_error: 42.3228
2022-12-10 12:38:48.144940: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:38:48.272158: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:38:48.399029: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:38:48.533023: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 50)
(286, 50)
Epoch 1/30
2022-12-10 12:38:51.070791: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:38:51.572748: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:38:51.769504: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:38:51.981336: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:38:52.380105: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:38:52.732577: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:38:53.103114: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4753.6006 - mean_squared_error: 4753.6006
2022-12-10 12:39:00.699184: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:39:00.852425: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:39:00.986675: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:39:01.132515: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 13s 108ms/step - loss: 4753.6006 - mean_squared_error: 4753.6006 - val_loss: 2963.8645 - val_mean_squared_error: 2963.8645
Epoch 2/30
81/81 [==============================] - 4s 51ms/step - loss: 2585.8362 - mean_squared_error: 2585.8362 - val_loss: 230.0063 - val_mean_squared_error: 230.0063
Epoch 3/30
81/81 [==============================] - 4s 51ms/step - loss: 2016.3922 - mean_squared_error: 2016.3922 - val_loss: 71.1985 - val_mean_squared_error: 71.1985
Epoch 4/30
81/81 [==============================] - 4s 51ms/step - loss: 1636.5394 - mean_squared_error: 1636.5394 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 5/30
81/81 [==============================] - 4s 50ms/step - loss: 885.5110 - mean_squared_error: 885.5110 - val_loss: 298.5913 - val_mean_squared_error: 298.5913
Epoch 6/30
81/81 [==============================] - 4s 51ms/step - loss: 502.1341 - mean_squared_error: 502.1341 - val_loss: 195.8331 - val_mean_squared_error: 195.8331
Epoch 7/30
81/81 [==============================] - 4s 50ms/step - loss: 504.3451 - mean_squared_error: 504.3451 - val_loss: 101.7883 - val_mean_squared_error: 101.7883
Epoch 8/30
81/81 [==============================] - 4s 50ms/step - loss: 552.5057 - mean_squared_error: 552.5057 - val_loss: 19.8868 - val_mean_squared_error: 19.8868
Epoch 9/30
81/81 [==============================] - 4s 51ms/step - loss: 475.7119 - mean_squared_error: 475.7119 - val_loss: 33.0487 - val_mean_squared_error: 33.0487
Epoch 10/30
81/81 [==============================] - 4s 51ms/step - loss: 472.8395 - mean_squared_error: 472.8395 - val_loss: 82.8288 - val_mean_squared_error: 82.8288
Epoch 11/30
81/81 [==============================] - 4s 50ms/step - loss: 458.3512 - mean_squared_error: 458.3512 - val_loss: 16.8470 - val_mean_squared_error: 16.8470
Epoch 12/30
81/81 [==============================] - 4s 50ms/step - loss: 468.8325 - mean_squared_error: 468.8325 - val_loss: 51.2970 - val_mean_squared_error: 51.2970
Epoch 13/30
81/81 [==============================] - 4s 49ms/step - loss: 453.6119 - mean_squared_error: 453.6119 - val_loss: 28.7888 - val_mean_squared_error: 28.7888
Epoch 14/30
81/81 [==============================] - 4s 52ms/step - loss: 476.0182 - mean_squared_error: 476.0182 - val_loss: 18.8410 - val_mean_squared_error: 18.8410
Epoch 15/30
81/81 [==============================] - 4s 52ms/step - loss: 458.8449 - mean_squared_error: 458.8449 - val_loss: 18.0294 - val_mean_squared_error: 18.0294
Epoch 16/30
81/81 [==============================] - 4s 50ms/step - loss: 481.2660 - mean_squared_error: 481.2660 - val_loss: 28.6757 - val_mean_squared_error: 28.6757
Epoch 17/30
81/81 [==============================] - 4s 50ms/step - loss: 447.1281 - mean_squared_error: 447.1281 - val_loss: 65.6573 - val_mean_squared_error: 65.6573
Epoch 18/30
81/81 [==============================] - 4s 54ms/step - loss: 468.2890 - mean_squared_error: 468.2890 - val_loss: 44.7628 - val_mean_squared_error: 44.7628
Epoch 19/30
81/81 [==============================] - 4s 51ms/step - loss: 442.4734 - mean_squared_error: 442.4734 - val_loss: 126.0033 - val_mean_squared_error: 126.0033
Epoch 20/30
81/81 [==============================] - 4s 52ms/step - loss: 442.2875 - mean_squared_error: 442.2875 - val_loss: 57.9615 - val_mean_squared_error: 57.9615
Epoch 21/30
81/81 [==============================] - 4s 53ms/step - loss: 444.6688 - mean_squared_error: 444.6688 - val_loss: 38.1960 - val_mean_squared_error: 38.1960
Epoch 22/30
81/81 [==============================] - 4s 53ms/step - loss: 419.0670 - mean_squared_error: 419.0670 - val_loss: 27.8458 - val_mean_squared_error: 27.8458
Epoch 23/30
81/81 [==============================] - 4s 53ms/step - loss: 470.0489 - mean_squared_error: 470.0489 - val_loss: 43.3913 - val_mean_squared_error: 43.3913
Epoch 24/30
81/81 [==============================] - 4s 51ms/step - loss: 476.7474 - mean_squared_error: 476.7474 - val_loss: 81.7031 - val_mean_squared_error: 81.7031
Epoch 25/30
81/81 [==============================] - 4s 55ms/step - loss: 434.4431 - mean_squared_error: 434.4431 - val_loss: 65.7872 - val_mean_squared_error: 65.7872
Epoch 26/30
81/81 [==============================] - 4s 54ms/step - loss: 445.8001 - mean_squared_error: 445.8001 - val_loss: 37.8814 - val_mean_squared_error: 37.8814
Epoch 27/30
81/81 [==============================] - 4s 52ms/step - loss: 434.4940 - mean_squared_error: 434.4940 - val_loss: 30.7274 - val_mean_squared_error: 30.7274
Epoch 28/30
81/81 [==============================] - 4s 50ms/step - loss: 460.9520 - mean_squared_error: 460.9520 - val_loss: 19.3682 - val_mean_squared_error: 19.3682
Epoch 29/30
81/81 [==============================] - 4s 51ms/step - loss: 450.8801 - mean_squared_error: 450.8801 - val_loss: 44.6428 - val_mean_squared_error: 44.6428
Epoch 30/30
81/81 [==============================] - 4s 50ms/step - loss: 437.0439 - mean_squared_error: 437.0439 - val_loss: 42.0074 - val_mean_squared_error: 42.0074
2022-12-10 12:41:02.693958: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:41:02.839743: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:41:02.980446: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:41:03.127422: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.018969611903270227
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 50)
(286, 50)
Epoch 1/30
2022-12-10 12:41:05.841822: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:41:06.327633: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:41:06.548646: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:41:06.763879: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:41:07.175682: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:41:07.545108: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:41:07.909897: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4934.9170 - mean_squared_error: 4934.9170
2022-12-10 12:41:15.744208: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:41:15.878720: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:41:16.024338: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:41:16.176679: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 13s 110ms/step - loss: 4934.9170 - mean_squared_error: 4934.9170 - val_loss: 726.1358 - val_mean_squared_error: 726.1358
Epoch 2/30
81/81 [==============================] - 4s 54ms/step - loss: 3193.9448 - mean_squared_error: 3193.9448 - val_loss: 3032.3049 - val_mean_squared_error: 3032.3049
Epoch 3/30
81/81 [==============================] - 4s 55ms/step - loss: 1372.9604 - mean_squared_error: 1372.9604 - val_loss: 3302.5110 - val_mean_squared_error: 3302.5110
Epoch 4/30
81/81 [==============================] - 4s 53ms/step - loss: 1058.9130 - mean_squared_error: 1058.9130 - val_loss: 179.5878 - val_mean_squared_error: 179.5878
Epoch 5/30
81/81 [==============================] - 4s 54ms/step - loss: 762.6462 - mean_squared_error: 762.6462 - val_loss: 3144.2771 - val_mean_squared_error: 3144.2771
Epoch 6/30
81/81 [==============================] - 4s 53ms/step - loss: 733.7646 - mean_squared_error: 733.7646 - val_loss: 1652.2561 - val_mean_squared_error: 1652.2561
Epoch 7/30
81/81 [==============================] - 4s 51ms/step - loss: 698.6965 - mean_squared_error: 698.6965 - val_loss: 370.8609 - val_mean_squared_error: 370.8609
Epoch 8/30
81/81 [==============================] - 4s 53ms/step - loss: 677.6729 - mean_squared_error: 677.6729 - val_loss: 466.1282 - val_mean_squared_error: 466.1282
Epoch 9/30
81/81 [==============================] - 4s 52ms/step - loss: 631.6821 - mean_squared_error: 631.6821 - val_loss: 157.8655 - val_mean_squared_error: 157.8655
Epoch 10/30
81/81 [==============================] - 4s 52ms/step - loss: 672.1901 - mean_squared_error: 672.1901 - val_loss: 171.0352 - val_mean_squared_error: 171.0352
Epoch 11/30
81/81 [==============================] - 4s 51ms/step - loss: 675.8617 - mean_squared_error: 675.8617 - val_loss: 149.1597 - val_mean_squared_error: 149.1597
Epoch 12/30
81/81 [==============================] - 4s 53ms/step - loss: 696.9099 - mean_squared_error: 696.9099 - val_loss: 67.6994 - val_mean_squared_error: 67.6994
Epoch 13/30
81/81 [==============================] - 4s 50ms/step - loss: 660.4931 - mean_squared_error: 660.4931 - val_loss: 390.6088 - val_mean_squared_error: 390.6088
Epoch 14/30
81/81 [==============================] - 5s 60ms/step - loss: 290.1871 - mean_squared_error: 290.1871 - val_loss: 310.6368 - val_mean_squared_error: 310.6368
Epoch 15/30
81/81 [==============================] - 4s 52ms/step - loss: 66.8138 - mean_squared_error: 66.8138 - val_loss: 26.4437 - val_mean_squared_error: 26.4437
Epoch 16/30
81/81 [==============================] - 4s 50ms/step - loss: 61.3602 - mean_squared_error: 61.3602 - val_loss: 45.1385 - val_mean_squared_error: 45.1385
Epoch 17/30
81/81 [==============================] - 4s 49ms/step - loss: 63.0196 - mean_squared_error: 63.0196 - val_loss: 131.1777 - val_mean_squared_error: 131.1777
Epoch 18/30
81/81 [==============================] - 4s 53ms/step - loss: 48.4431 - mean_squared_error: 48.4431 - val_loss: 81.7983 - val_mean_squared_error: 81.7983
Epoch 19/30
81/81 [==============================] - 4s 50ms/step - loss: 49.4574 - mean_squared_error: 49.4574 - val_loss: 38.1291 - val_mean_squared_error: 38.1291
Epoch 20/30
81/81 [==============================] - 4s 49ms/step - loss: 57.2819 - mean_squared_error: 57.2819 - val_loss: 71.4007 - val_mean_squared_error: 71.4007
Epoch 21/30
81/81 [==============================] - 4s 49ms/step - loss: 51.6239 - mean_squared_error: 51.6239 - val_loss: 36.2570 - val_mean_squared_error: 36.2570
Epoch 22/30
81/81 [==============================] - 4s 48ms/step - loss: 43.1246 - mean_squared_error: 43.1246 - val_loss: 74.3394 - val_mean_squared_error: 74.3394
Epoch 23/30
81/81 [==============================] - 4s 49ms/step - loss: 52.0695 - mean_squared_error: 52.0695 - val_loss: 40.8740 - val_mean_squared_error: 40.8740
Epoch 24/30
81/81 [==============================] - 4s 49ms/step - loss: 44.8073 - mean_squared_error: 44.8073 - val_loss: 33.9832 - val_mean_squared_error: 33.9832
Epoch 25/30
81/81 [==============================] - 4s 49ms/step - loss: 41.7988 - mean_squared_error: 41.7988 - val_loss: 27.4727 - val_mean_squared_error: 27.4727
Epoch 26/30
81/81 [==============================] - 4s 50ms/step - loss: 44.5953 - mean_squared_error: 44.5953 - val_loss: 33.9361 - val_mean_squared_error: 33.9361
Epoch 27/30
81/81 [==============================] - 4s 49ms/step - loss: 41.3161 - mean_squared_error: 41.3161 - val_loss: 43.7433 - val_mean_squared_error: 43.7433
Epoch 28/30
81/81 [==============================] - 4s 50ms/step - loss: 37.9417 - mean_squared_error: 37.9417 - val_loss: 70.7138 - val_mean_squared_error: 70.7138
Epoch 29/30
81/81 [==============================] - 4s 51ms/step - loss: 51.1843 - mean_squared_error: 51.1843 - val_loss: 44.6791 - val_mean_squared_error: 44.6791
Epoch 30/30
81/81 [==============================] - 4s 51ms/step - loss: 35.7402 - mean_squared_error: 35.7402 - val_loss: 39.9930 - val_mean_squared_error: 39.9930
2022-12-10 12:43:17.861673: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:43:17.994954: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:43:18.149162: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:43:18.313949: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 12:43:20.457028: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:43:20.976062: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:43:21.161911: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:43:21.358154: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:43:21.756053: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:43:22.118367: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:43:22.458187: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4820.0654 - mean_squared_error: 4820.0654
2022-12-10 12:43:29.436789: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:43:29.588059: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:43:29.714700: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:43:29.848740: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 11s 100ms/step - loss: 4820.0654 - mean_squared_error: 4820.0654 - val_loss: 667.3195 - val_mean_squared_error: 667.3195
Epoch 2/30
81/81 [==============================] - 4s 46ms/step - loss: 2420.4280 - mean_squared_error: 2420.4280 - val_loss: 18.5953 - val_mean_squared_error: 18.5953
Epoch 3/30
81/81 [==============================] - 4s 48ms/step - loss: 853.9213 - mean_squared_error: 853.9213 - val_loss: 46.1000 - val_mean_squared_error: 46.1000
Epoch 4/30
81/81 [==============================] - 4s 51ms/step - loss: 1109.1768 - mean_squared_error: 1109.1768 - val_loss: 124.5381 - val_mean_squared_error: 124.5381
Epoch 5/30
81/81 [==============================] - 4s 45ms/step - loss: 867.4690 - mean_squared_error: 867.4690 - val_loss: 515.0792 - val_mean_squared_error: 515.0792
Epoch 6/30
81/81 [==============================] - 4s 45ms/step - loss: 688.6306 - mean_squared_error: 688.6306 - val_loss: 2282.5225 - val_mean_squared_error: 2282.5225
Epoch 7/30
81/81 [==============================] - 4s 45ms/step - loss: 354.1856 - mean_squared_error: 354.1856 - val_loss: 1016.5327 - val_mean_squared_error: 1016.5327
Epoch 8/30
81/81 [==============================] - 3s 42ms/step - loss: 93.2103 - mean_squared_error: 93.2103 - val_loss: 102.0937 - val_mean_squared_error: 102.0937
Epoch 9/30
81/81 [==============================] - 3s 42ms/step - loss: 81.2467 - mean_squared_error: 81.2467 - val_loss: 80.9640 - val_mean_squared_error: 80.9640
Epoch 10/30
81/81 [==============================] - 3s 42ms/step - loss: 70.8218 - mean_squared_error: 70.8218 - val_loss: 76.6788 - val_mean_squared_error: 76.6788
Epoch 11/30
81/81 [==============================] - 4s 44ms/step - loss: 68.8187 - mean_squared_error: 68.8187 - val_loss: 65.7793 - val_mean_squared_error: 65.7793
Epoch 12/30
81/81 [==============================] - 4s 43ms/step - loss: 65.8631 - mean_squared_error: 65.8631 - val_loss: 94.7305 - val_mean_squared_error: 94.7305
Epoch 13/30
81/81 [==============================] - 4s 44ms/step - loss: 64.5502 - mean_squared_error: 64.5502 - val_loss: 124.8074 - val_mean_squared_error: 124.8074
Epoch 14/30
81/81 [==============================] - 3s 42ms/step - loss: 59.5061 - mean_squared_error: 59.5061 - val_loss: 154.8160 - val_mean_squared_error: 154.8160
Epoch 15/30
81/81 [==============================] - 4s 44ms/step - loss: 97.6329 - mean_squared_error: 97.6329 - val_loss: 1722.7937 - val_mean_squared_error: 1722.7937
Epoch 16/30
81/81 [==============================] - 4s 44ms/step - loss: 70.5740 - mean_squared_error: 70.5740 - val_loss: 167.9984 - val_mean_squared_error: 167.9984
Epoch 17/30
81/81 [==============================] - 3s 42ms/step - loss: 58.7285 - mean_squared_error: 58.7285 - val_loss: 156.0186 - val_mean_squared_error: 156.0186
Epoch 18/30
81/81 [==============================] - 3s 43ms/step - loss: 56.9659 - mean_squared_error: 56.9659 - val_loss: 214.8554 - val_mean_squared_error: 214.8554
Epoch 19/30
81/81 [==============================] - 3s 43ms/step - loss: 51.7104 - mean_squared_error: 51.7104 - val_loss: 96.1256 - val_mean_squared_error: 96.1256
Epoch 20/30
81/81 [==============================] - 4s 44ms/step - loss: 57.8078 - mean_squared_error: 57.8078 - val_loss: 94.3720 - val_mean_squared_error: 94.3720
Epoch 21/30
81/81 [==============================] - 3s 43ms/step - loss: 52.9351 - mean_squared_error: 52.9351 - val_loss: 161.1270 - val_mean_squared_error: 161.1270
Epoch 22/30
81/81 [==============================] - 4s 44ms/step - loss: 46.1321 - mean_squared_error: 46.1321 - val_loss: 84.4367 - val_mean_squared_error: 84.4367
Epoch 23/30
81/81 [==============================] - 3s 42ms/step - loss: 51.4793 - mean_squared_error: 51.4793 - val_loss: 41.7761 - val_mean_squared_error: 41.7761
Epoch 24/30
81/81 [==============================] - 4s 44ms/step - loss: 47.7136 - mean_squared_error: 47.7136 - val_loss: 341.1371 - val_mean_squared_error: 341.1371
Epoch 25/30
81/81 [==============================] - 3s 43ms/step - loss: 46.1354 - mean_squared_error: 46.1354 - val_loss: 270.3780 - val_mean_squared_error: 270.3780
Epoch 26/30
81/81 [==============================] - 4s 44ms/step - loss: 46.9574 - mean_squared_error: 46.9574 - val_loss: 286.0770 - val_mean_squared_error: 286.0770
Epoch 27/30
81/81 [==============================] - 3s 43ms/step - loss: 50.6245 - mean_squared_error: 50.6245 - val_loss: 92.5429 - val_mean_squared_error: 92.5429
Epoch 28/30
81/81 [==============================] - 3s 43ms/step - loss: 46.4089 - mean_squared_error: 46.4089 - val_loss: 108.1680 - val_mean_squared_error: 108.1680
Epoch 29/30
81/81 [==============================] - 4s 44ms/step - loss: 41.4275 - mean_squared_error: 41.4275 - val_loss: 123.0352 - val_mean_squared_error: 123.0352
Epoch 30/30
81/81 [==============================] - 4s 44ms/step - loss: 45.3336 - mean_squared_error: 45.3336 - val_loss: 129.5598 - val_mean_squared_error: 129.5598
2022-12-10 12:45:13.799747: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:45:13.948891: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:45:14.085613: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:45:14.233068: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.19041704 0.15281651 0.44309554 ... 0.         0.         0.        ]
 [0.18030169 0.18600112 0.44272007 ... 0.         0.         0.        ]
 ...
 [0.07808341 0.07933631 0.74735086 ... 0.         0.         0.        ]
 [0.0743567  0.07306191 0.76512307 ... 0.         0.         0.        ]
 [0.07488909 0.08951478 0.76583229 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 12:45:16.833322: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:45:17.501372: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:45:17.768564: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:45:18.049733: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:45:18.554507: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:45:18.947372: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:45:19.376514: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4946.6021 - mean_squared_error: 4946.6021
2022-12-10 12:45:26.480208: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:45:26.630028: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:45:26.765249: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:45:26.897260: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 12s 100ms/step - loss: 4946.6021 - mean_squared_error: 4946.6021 - val_loss: 2647.5300 - val_mean_squared_error: 2647.5300
Epoch 2/30
81/81 [==============================] - 4s 47ms/step - loss: 2567.4910 - mean_squared_error: 2567.4910 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 4s 46ms/step - loss: 2025.2314 - mean_squared_error: 2025.2314 - val_loss: 109.4098 - val_mean_squared_error: 109.4098
Epoch 4/30
81/81 [==============================] - 4s 46ms/step - loss: 1852.0918 - mean_squared_error: 1852.0918 - val_loss: 139.5319 - val_mean_squared_error: 139.5319
Epoch 5/30
81/81 [==============================] - 4s 45ms/step - loss: 1798.9808 - mean_squared_error: 1798.9808 - val_loss: 25.0191 - val_mean_squared_error: 25.0191
Epoch 6/30
81/81 [==============================] - 4s 47ms/step - loss: 1461.3367 - mean_squared_error: 1461.3367 - val_loss: 358.6998 - val_mean_squared_error: 358.6998
Epoch 7/30
81/81 [==============================] - 4s 48ms/step - loss: 1191.1174 - mean_squared_error: 1191.1174 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 8/30
81/81 [==============================] - 4s 47ms/step - loss: 1096.8163 - mean_squared_error: 1096.8163 - val_loss: 255.4857 - val_mean_squared_error: 255.4857
Epoch 9/30
81/81 [==============================] - 4s 51ms/step - loss: 1086.8945 - mean_squared_error: 1086.8945 - val_loss: 272.4492 - val_mean_squared_error: 272.4492
Epoch 10/30
81/81 [==============================] - 4s 45ms/step - loss: 1252.0784 - mean_squared_error: 1252.0784 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 11/30
81/81 [==============================] - 4s 44ms/step - loss: 1079.2739 - mean_squared_error: 1079.2739 - val_loss: 4256.3350 - val_mean_squared_error: 4256.3350
Epoch 12/30
81/81 [==============================] - 4s 45ms/step - loss: 205.7612 - mean_squared_error: 205.7612 - val_loss: 2634.8459 - val_mean_squared_error: 2634.8459
Epoch 13/30
81/81 [==============================] - 4s 45ms/step - loss: 126.7475 - mean_squared_error: 126.7475 - val_loss: 995.8150 - val_mean_squared_error: 995.8150
Epoch 14/30
81/81 [==============================] - 4s 46ms/step - loss: 117.3486 - mean_squared_error: 117.3486 - val_loss: 192.4208 - val_mean_squared_error: 192.4208
Epoch 15/30
81/81 [==============================] - 4s 45ms/step - loss: 94.5770 - mean_squared_error: 94.5770 - val_loss: 33.6631 - val_mean_squared_error: 33.6631
Epoch 16/30
81/81 [==============================] - 4s 44ms/step - loss: 81.0662 - mean_squared_error: 81.0662 - val_loss: 86.5340 - val_mean_squared_error: 86.5340
Epoch 17/30
81/81 [==============================] - 4s 46ms/step - loss: 69.1330 - mean_squared_error: 69.1330 - val_loss: 114.4351 - val_mean_squared_error: 114.4351
Epoch 18/30
81/81 [==============================] - 4s 46ms/step - loss: 70.6426 - mean_squared_error: 70.6426 - val_loss: 191.0374 - val_mean_squared_error: 191.0374
Epoch 19/30
81/81 [==============================] - 4s 45ms/step - loss: 58.9008 - mean_squared_error: 58.9008 - val_loss: 212.0409 - val_mean_squared_error: 212.0409
Epoch 20/30
81/81 [==============================] - 4s 47ms/step - loss: 64.7227 - mean_squared_error: 64.7227 - val_loss: 45.8542 - val_mean_squared_error: 45.8542
Epoch 21/30
81/81 [==============================] - 4s 49ms/step - loss: 66.2911 - mean_squared_error: 66.2911 - val_loss: 79.4699 - val_mean_squared_error: 79.4699
Epoch 22/30
81/81 [==============================] - 4s 50ms/step - loss: 58.5234 - mean_squared_error: 58.5234 - val_loss: 191.6713 - val_mean_squared_error: 191.6713
Epoch 23/30
81/81 [==============================] - 4s 48ms/step - loss: 64.5009 - mean_squared_error: 64.5009 - val_loss: 102.9644 - val_mean_squared_error: 102.9644
Epoch 24/30
81/81 [==============================] - 4s 48ms/step - loss: 62.5941 - mean_squared_error: 62.5941 - val_loss: 71.2249 - val_mean_squared_error: 71.2249
Epoch 25/30
81/81 [==============================] - 4s 46ms/step - loss: 57.4346 - mean_squared_error: 57.4346 - val_loss: 34.4591 - val_mean_squared_error: 34.4591
Epoch 26/30
81/81 [==============================] - 4s 46ms/step - loss: 50.6584 - mean_squared_error: 50.6584 - val_loss: 205.8310 - val_mean_squared_error: 205.8310
Epoch 27/30
81/81 [==============================] - 4s 46ms/step - loss: 57.2610 - mean_squared_error: 57.2610 - val_loss: 241.8823 - val_mean_squared_error: 241.8823
Epoch 28/30
81/81 [==============================] - 4s 47ms/step - loss: 52.0328 - mean_squared_error: 52.0328 - val_loss: 49.7855 - val_mean_squared_error: 49.7855
Epoch 29/30
81/81 [==============================] - 4s 46ms/step - loss: 49.4205 - mean_squared_error: 49.4205 - val_loss: 43.5332 - val_mean_squared_error: 43.5332
Epoch 30/30
81/81 [==============================] - 4s 45ms/step - loss: 51.1219 - mean_squared_error: 51.1219 - val_loss: 194.4624 - val_mean_squared_error: 194.4624
2022-12-10 12:47:16.945175: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:47:17.095878: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:47:17.244074: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:47:17.395985: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 48)
(286, 48)
Epoch 1/30
2022-12-10 12:47:19.677132: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:47:20.166312: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:47:20.362385: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:47:20.569494: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:47:20.989650: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:47:21.365217: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:47:21.729781: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4786.4834 - mean_squared_error: 4786.4834
2022-12-10 12:47:29.300635: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:47:29.454024: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:47:29.585093: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:47:29.728162: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 12s 108ms/step - loss: 4786.4834 - mean_squared_error: 4786.4834 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 4s 50ms/step - loss: 2443.2231 - mean_squared_error: 2443.2231 - val_loss: 138.6577 - val_mean_squared_error: 138.6577
Epoch 3/30
81/81 [==============================] - 4s 49ms/step - loss: 1866.7166 - mean_squared_error: 1866.7166 - val_loss: 191.4929 - val_mean_squared_error: 191.4929
Epoch 4/30
81/81 [==============================] - 4s 50ms/step - loss: 1484.5913 - mean_squared_error: 1484.5913 - val_loss: 303.0027 - val_mean_squared_error: 303.0027
Epoch 5/30
81/81 [==============================] - 4s 48ms/step - loss: 1311.2570 - mean_squared_error: 1311.2570 - val_loss: 230.1480 - val_mean_squared_error: 230.1480
Epoch 6/30
81/81 [==============================] - 4s 48ms/step - loss: 1306.0234 - mean_squared_error: 1306.0234 - val_loss: 531.6527 - val_mean_squared_error: 531.6527
Epoch 7/30
81/81 [==============================] - 4s 48ms/step - loss: 1236.1522 - mean_squared_error: 1236.1522 - val_loss: 24.1619 - val_mean_squared_error: 24.1619
Epoch 8/30
81/81 [==============================] - 4s 48ms/step - loss: 1070.3092 - mean_squared_error: 1070.3092 - val_loss: 344.9660 - val_mean_squared_error: 344.9660
Epoch 9/30
81/81 [==============================] - 4s 48ms/step - loss: 867.7447 - mean_squared_error: 867.7447 - val_loss: 329.3162 - val_mean_squared_error: 329.3162
Epoch 10/30
81/81 [==============================] - 4s 49ms/step - loss: 473.2475 - mean_squared_error: 473.2475 - val_loss: 262.2441 - val_mean_squared_error: 262.2441
Epoch 11/30
81/81 [==============================] - 4s 48ms/step - loss: 458.7516 - mean_squared_error: 458.7516 - val_loss: 48.0184 - val_mean_squared_error: 48.0184
Epoch 12/30
81/81 [==============================] - 4s 48ms/step - loss: 482.5475 - mean_squared_error: 482.5475 - val_loss: 23.4156 - val_mean_squared_error: 23.4156
Epoch 13/30
81/81 [==============================] - 4s 48ms/step - loss: 451.4223 - mean_squared_error: 451.4223 - val_loss: 28.4056 - val_mean_squared_error: 28.4056
Epoch 14/30
81/81 [==============================] - 4s 49ms/step - loss: 477.4807 - mean_squared_error: 477.4807 - val_loss: 34.7785 - val_mean_squared_error: 34.7785
Epoch 15/30
81/81 [==============================] - 4s 48ms/step - loss: 449.4404 - mean_squared_error: 449.4404 - val_loss: 69.5968 - val_mean_squared_error: 69.5968
Epoch 16/30
81/81 [==============================] - 4s 48ms/step - loss: 416.1828 - mean_squared_error: 416.1828 - val_loss: 70.7648 - val_mean_squared_error: 70.7648
Epoch 17/30
81/81 [==============================] - 4s 48ms/step - loss: 405.5701 - mean_squared_error: 405.5701 - val_loss: 75.0810 - val_mean_squared_error: 75.0810
Epoch 18/30
81/81 [==============================] - 4s 48ms/step - loss: 227.2495 - mean_squared_error: 227.2495 - val_loss: 13.6442 - val_mean_squared_error: 13.6442
Epoch 19/30
81/81 [==============================] - 4s 48ms/step - loss: 261.3076 - mean_squared_error: 261.3076 - val_loss: 753.1729 - val_mean_squared_error: 753.1729
Epoch 20/30
81/81 [==============================] - 4s 48ms/step - loss: 291.2329 - mean_squared_error: 291.2329 - val_loss: 182.7647 - val_mean_squared_error: 182.7647
Epoch 21/30
81/81 [==============================] - 4s 48ms/step - loss: 251.5114 - mean_squared_error: 251.5114 - val_loss: 20.8910 - val_mean_squared_error: 20.8910
Epoch 22/30
81/81 [==============================] - 4s 48ms/step - loss: 222.9851 - mean_squared_error: 222.9851 - val_loss: 20.9707 - val_mean_squared_error: 20.9707
Epoch 23/30
81/81 [==============================] - 4s 48ms/step - loss: 236.0641 - mean_squared_error: 236.0641 - val_loss: 18.9550 - val_mean_squared_error: 18.9550
Epoch 24/30
81/81 [==============================] - 4s 48ms/step - loss: 234.7835 - mean_squared_error: 234.7835 - val_loss: 11.1678 - val_mean_squared_error: 11.1678
Epoch 25/30
81/81 [==============================] - 4s 48ms/step - loss: 249.6053 - mean_squared_error: 249.6053 - val_loss: 10.2269 - val_mean_squared_error: 10.2269
Epoch 26/30
81/81 [==============================] - 4s 49ms/step - loss: 267.6863 - mean_squared_error: 267.6863 - val_loss: 14.5812 - val_mean_squared_error: 14.5812
Epoch 27/30
81/81 [==============================] - 4s 48ms/step - loss: 259.9422 - mean_squared_error: 259.9422 - val_loss: 39.2783 - val_mean_squared_error: 39.2783
Epoch 28/30
81/81 [==============================] - 4s 49ms/step - loss: 250.5789 - mean_squared_error: 250.5789 - val_loss: 26.1415 - val_mean_squared_error: 26.1415
Epoch 29/30
81/81 [==============================] - 4s 49ms/step - loss: 230.7427 - mean_squared_error: 230.7427 - val_loss: 28.5645 - val_mean_squared_error: 28.5645
Epoch 30/30
81/81 [==============================] - 4s 49ms/step - loss: 236.1731 - mean_squared_error: 236.1731 - val_loss: 13.1649 - val_mean_squared_error: 13.1649
2022-12-10 12:49:24.707479: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:49:24.849902: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:49:24.990658: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:49:25.133540: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 37)
(286, 37)
Epoch 1/30
2022-12-10 12:49:27.061100: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:49:27.594618: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:49:27.789497: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:49:27.993334: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:49:28.409966: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:49:28.776031: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:49:29.124786: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4691.1846 - mean_squared_error: 4691.1846
2022-12-10 12:49:36.561988: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:49:36.735607: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:49:36.860853: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:49:36.995468: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 12s 105ms/step - loss: 4691.1846 - mean_squared_error: 4691.1846 - val_loss: 804.5646 - val_mean_squared_error: 804.5646
Epoch 2/30
81/81 [==============================] - 4s 45ms/step - loss: 2313.3115 - mean_squared_error: 2313.3115 - val_loss: 103.8569 - val_mean_squared_error: 103.8569
Epoch 3/30
81/81 [==============================] - 4s 43ms/step - loss: 1245.6353 - mean_squared_error: 1245.6353 - val_loss: 762.6606 - val_mean_squared_error: 762.6605
Epoch 4/30
81/81 [==============================] - 4s 44ms/step - loss: 594.6905 - mean_squared_error: 594.6905 - val_loss: 252.5852 - val_mean_squared_error: 252.5852
Epoch 5/30
81/81 [==============================] - 4s 44ms/step - loss: 348.4269 - mean_squared_error: 348.4269 - val_loss: 157.0287 - val_mean_squared_error: 157.0287
Epoch 6/30
81/81 [==============================] - 4s 44ms/step - loss: 368.5874 - mean_squared_error: 368.5874 - val_loss: 216.1307 - val_mean_squared_error: 216.1307
Epoch 7/30
81/81 [==============================] - 3s 43ms/step - loss: 300.0984 - mean_squared_error: 300.0984 - val_loss: 177.9787 - val_mean_squared_error: 177.9787
Epoch 8/30
81/81 [==============================] - 3s 43ms/step - loss: 297.8125 - mean_squared_error: 297.8125 - val_loss: 189.1321 - val_mean_squared_error: 189.1321
Epoch 9/30
81/81 [==============================] - 3s 43ms/step - loss: 268.6486 - mean_squared_error: 268.6486 - val_loss: 38.7305 - val_mean_squared_error: 38.7305
Epoch 10/30
81/81 [==============================] - 3s 43ms/step - loss: 252.8921 - mean_squared_error: 252.8921 - val_loss: 148.9138 - val_mean_squared_error: 148.9138
Epoch 11/30
81/81 [==============================] - 3s 43ms/step - loss: 268.1101 - mean_squared_error: 268.1101 - val_loss: 49.3199 - val_mean_squared_error: 49.3199
Epoch 12/30
81/81 [==============================] - 3s 43ms/step - loss: 263.0961 - mean_squared_error: 263.0961 - val_loss: 23.9527 - val_mean_squared_error: 23.9527
Epoch 13/30
81/81 [==============================] - 3s 43ms/step - loss: 269.6171 - mean_squared_error: 269.6171 - val_loss: 38.2378 - val_mean_squared_error: 38.2378
Epoch 14/30
81/81 [==============================] - 3s 43ms/step - loss: 277.5369 - mean_squared_error: 277.5369 - val_loss: 117.6283 - val_mean_squared_error: 117.6283
Epoch 15/30
81/81 [==============================] - 3s 43ms/step - loss: 271.4927 - mean_squared_error: 271.4927 - val_loss: 33.2715 - val_mean_squared_error: 33.2715
Epoch 16/30
81/81 [==============================] - 3s 43ms/step - loss: 259.6350 - mean_squared_error: 259.6350 - val_loss: 72.7132 - val_mean_squared_error: 72.7132
Epoch 17/30
81/81 [==============================] - 3s 42ms/step - loss: 262.6604 - mean_squared_error: 262.6604 - val_loss: 75.7360 - val_mean_squared_error: 75.7360
Epoch 18/30
81/81 [==============================] - 3s 42ms/step - loss: 271.1356 - mean_squared_error: 271.1356 - val_loss: 24.4005 - val_mean_squared_error: 24.4005
Epoch 19/30
81/81 [==============================] - 3s 42ms/step - loss: 262.8511 - mean_squared_error: 262.8511 - val_loss: 27.9708 - val_mean_squared_error: 27.9708
Epoch 20/30
81/81 [==============================] - 3s 43ms/step - loss: 235.0590 - mean_squared_error: 235.0590 - val_loss: 182.9212 - val_mean_squared_error: 182.9212
Epoch 21/30
81/81 [==============================] - 3s 43ms/step - loss: 232.3320 - mean_squared_error: 232.3320 - val_loss: 171.4971 - val_mean_squared_error: 171.4971
Epoch 22/30
81/81 [==============================] - 3s 42ms/step - loss: 237.6643 - mean_squared_error: 237.6643 - val_loss: 102.1252 - val_mean_squared_error: 102.1252
Epoch 23/30
81/81 [==============================] - 3s 43ms/step - loss: 226.2525 - mean_squared_error: 226.2525 - val_loss: 92.9664 - val_mean_squared_error: 92.9664
Epoch 24/30
81/81 [==============================] - 3s 42ms/step - loss: 258.3118 - mean_squared_error: 258.3118 - val_loss: 126.9280 - val_mean_squared_error: 126.9280
Epoch 25/30
81/81 [==============================] - 3s 42ms/step - loss: 230.6533 - mean_squared_error: 230.6533 - val_loss: 75.1193 - val_mean_squared_error: 75.1193
Epoch 26/30
81/81 [==============================] - 3s 43ms/step - loss: 265.6049 - mean_squared_error: 265.6049 - val_loss: 34.3686 - val_mean_squared_error: 34.3686
Epoch 27/30
81/81 [==============================] - 3s 43ms/step - loss: 240.4287 - mean_squared_error: 240.4287 - val_loss: 106.9058 - val_mean_squared_error: 106.9058
Epoch 28/30
81/81 [==============================] - 3s 43ms/step - loss: 242.1669 - mean_squared_error: 242.1669 - val_loss: 56.6533 - val_mean_squared_error: 56.6533
Epoch 29/30
81/81 [==============================] - 3s 42ms/step - loss: 222.4110 - mean_squared_error: 222.4110 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 30/30
81/81 [==============================] - 3s 42ms/step - loss: 408.3930 - mean_squared_error: 408.3930 - val_loss: 278.9554 - val_mean_squared_error: 278.9554
2022-12-10 12:51:18.554956: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:51:18.695046: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:51:18.815844: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:51:18.947333: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx :  3
best_solution :  [1 1 1 1 1 0 1 0 1 1 0 1 0 1 0 1 0 0 1 0 0 1 0 0 1 1 0 1 0 1 0 1 1 1 0 0 1
 1 0 1 0 1 1 1 1 0 1 1 0 0 0 1 1 1 1 1 1 0 1 0 0 1 1 0 0 1 1 1 0 1 0 0 1 1
 1 0 1 1 0 0 1]
Selected indices :  [ 0  1  2  3  4  6  8  9 11 13 15 18 21 24 25 27 29 31 32 33 36 37 39 41
 42 43 44 46 47 51 52 53 54 55 56 58 61 62 65 66 67 69 72 73 74 76 77 80]
Number of selected elements :  48
Best solution fitness :  0.03867018076549878
Generation:  2
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 50)
(286, 50)
Epoch 1/30
2022-12-10 12:51:20.732088: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:51:21.255390: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:51:21.453367: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:51:21.669271: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:51:22.058748: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:51:22.412219: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:51:22.857255: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4882.8521 - mean_squared_error: 4882.8521
2022-12-10 12:51:30.313041: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:51:30.459614: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:51:30.594620: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:51:30.730344: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 12s 106ms/step - loss: 4882.8521 - mean_squared_error: 4882.8521 - val_loss: 700.5453 - val_mean_squared_error: 700.5453
Epoch 2/30
81/81 [==============================] - 4s 51ms/step - loss: 2443.4983 - mean_squared_error: 2443.4983 - val_loss: 242.0725 - val_mean_squared_error: 242.0725
Epoch 3/30
81/81 [==============================] - 4s 50ms/step - loss: 1692.0070 - mean_squared_error: 1692.0070 - val_loss: 319.9344 - val_mean_squared_error: 319.9343
Epoch 4/30
81/81 [==============================] - 4s 50ms/step - loss: 1428.1155 - mean_squared_error: 1428.1155 - val_loss: 577.6846 - val_mean_squared_error: 577.6846
Epoch 5/30
81/81 [==============================] - 4s 49ms/step - loss: 1284.4303 - mean_squared_error: 1284.4303 - val_loss: 829.8972 - val_mean_squared_error: 829.8971
Epoch 6/30
81/81 [==============================] - 4s 49ms/step - loss: 1282.1808 - mean_squared_error: 1282.1808 - val_loss: 647.3451 - val_mean_squared_error: 647.3451
Epoch 7/30
81/81 [==============================] - 4s 49ms/step - loss: 1180.2483 - mean_squared_error: 1180.2483 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 8/30
81/81 [==============================] - 4s 49ms/step - loss: 1061.7585 - mean_squared_error: 1061.7585 - val_loss: 8014.9019 - val_mean_squared_error: 8014.9019
Epoch 9/30
81/81 [==============================] - 4s 49ms/step - loss: 602.0547 - mean_squared_error: 602.0547 - val_loss: 2651.3721 - val_mean_squared_error: 2651.3721
Epoch 10/30
81/81 [==============================] - 4s 49ms/step - loss: 592.2081 - mean_squared_error: 592.2081 - val_loss: 1383.5867 - val_mean_squared_error: 1383.5867
Epoch 11/30
81/81 [==============================] - 4s 49ms/step - loss: 580.3494 - mean_squared_error: 580.3494 - val_loss: 795.8716 - val_mean_squared_error: 795.8716
Epoch 12/30
81/81 [==============================] - 4s 49ms/step - loss: 562.1384 - mean_squared_error: 562.1384 - val_loss: 26.9784 - val_mean_squared_error: 26.9784
Epoch 13/30
81/81 [==============================] - 4s 49ms/step - loss: 262.2408 - mean_squared_error: 262.2408 - val_loss: 3137.3584 - val_mean_squared_error: 3137.3584
Epoch 14/30
81/81 [==============================] - 4s 49ms/step - loss: 121.6338 - mean_squared_error: 121.6338 - val_loss: 309.4300 - val_mean_squared_error: 309.4300
Epoch 15/30
81/81 [==============================] - 4s 49ms/step - loss: 99.3797 - mean_squared_error: 99.3797 - val_loss: 510.4723 - val_mean_squared_error: 510.4723
Epoch 16/30
81/81 [==============================] - 4s 49ms/step - loss: 73.9436 - mean_squared_error: 73.9436 - val_loss: 800.2096 - val_mean_squared_error: 800.2096
Epoch 17/30
81/81 [==============================] - 4s 49ms/step - loss: 72.3298 - mean_squared_error: 72.3298 - val_loss: 221.7168 - val_mean_squared_error: 221.7168
Epoch 18/30
81/81 [==============================] - 4s 49ms/step - loss: 64.8525 - mean_squared_error: 64.8525 - val_loss: 76.4169 - val_mean_squared_error: 76.4169
Epoch 19/30
81/81 [==============================] - 4s 49ms/step - loss: 64.1862 - mean_squared_error: 64.1862 - val_loss: 113.5526 - val_mean_squared_error: 113.5526
Epoch 20/30
81/81 [==============================] - 4s 50ms/step - loss: 69.1229 - mean_squared_error: 69.1229 - val_loss: 51.3833 - val_mean_squared_error: 51.3833
Epoch 21/30
81/81 [==============================] - 4s 49ms/step - loss: 63.0717 - mean_squared_error: 63.0717 - val_loss: 93.9273 - val_mean_squared_error: 93.9273
Epoch 22/30
81/81 [==============================] - 4s 49ms/step - loss: 61.5306 - mean_squared_error: 61.5306 - val_loss: 50.5757 - val_mean_squared_error: 50.5757
Epoch 23/30
81/81 [==============================] - 4s 49ms/step - loss: 59.6866 - mean_squared_error: 59.6866 - val_loss: 63.8319 - val_mean_squared_error: 63.8319
Epoch 24/30
81/81 [==============================] - 4s 49ms/step - loss: 53.0708 - mean_squared_error: 53.0708 - val_loss: 32.1827 - val_mean_squared_error: 32.1827
Epoch 25/30
81/81 [==============================] - 4s 49ms/step - loss: 55.7983 - mean_squared_error: 55.7983 - val_loss: 43.9433 - val_mean_squared_error: 43.9433
Epoch 26/30
81/81 [==============================] - 4s 48ms/step - loss: 51.7897 - mean_squared_error: 51.7897 - val_loss: 116.3160 - val_mean_squared_error: 116.3160
Epoch 27/30
81/81 [==============================] - 4s 48ms/step - loss: 56.1530 - mean_squared_error: 56.1530 - val_loss: 31.3719 - val_mean_squared_error: 31.3719
Epoch 28/30
81/81 [==============================] - 4s 49ms/step - loss: 53.3409 - mean_squared_error: 53.3409 - val_loss: 55.4807 - val_mean_squared_error: 55.4807
Epoch 29/30
81/81 [==============================] - 4s 48ms/step - loss: 47.0785 - mean_squared_error: 47.0785 - val_loss: 49.8650 - val_mean_squared_error: 49.8650
Epoch 30/30
81/81 [==============================] - 4s 48ms/step - loss: 48.3010 - mean_squared_error: 48.3010 - val_loss: 63.2171 - val_mean_squared_error: 63.2171
2022-12-10 12:53:27.719740: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:53:27.865022: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:53:27.997911: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:53:28.141242: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 12:53:29.963158: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:53:30.444049: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:53:30.615824: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:53:30.807944: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:53:31.187822: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:53:31.521425: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:53:31.850284: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4859.1274 - mean_squared_error: 4859.1274
2022-12-10 12:53:38.676910: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:53:38.819288: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:53:38.948455: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:53:39.075588: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 11s 97ms/step - loss: 4859.1274 - mean_squared_error: 4859.1274 - val_loss: 999.6755 - val_mean_squared_error: 999.6755
Epoch 2/30
81/81 [==============================] - 4s 45ms/step - loss: 2310.3171 - mean_squared_error: 2310.3171 - val_loss: 48.7346 - val_mean_squared_error: 48.7346
Epoch 3/30
81/81 [==============================] - 3s 43ms/step - loss: 1567.1946 - mean_squared_error: 1567.1946 - val_loss: 625.1455 - val_mean_squared_error: 625.1455
Epoch 4/30
81/81 [==============================] - 4s 44ms/step - loss: 1055.9800 - mean_squared_error: 1055.9800 - val_loss: 1807.3040 - val_mean_squared_error: 1807.3040
Epoch 5/30
81/81 [==============================] - 3s 43ms/step - loss: 563.1806 - mean_squared_error: 563.1806 - val_loss: 45.4507 - val_mean_squared_error: 45.4507
Epoch 6/30
81/81 [==============================] - 3s 42ms/step - loss: 438.1714 - mean_squared_error: 438.1714 - val_loss: 121.2295 - val_mean_squared_error: 121.2295
Epoch 7/30
81/81 [==============================] - 3s 42ms/step - loss: 350.1583 - mean_squared_error: 350.1583 - val_loss: 182.9995 - val_mean_squared_error: 182.9995
Epoch 8/30
81/81 [==============================] - 3s 42ms/step - loss: 452.8277 - mean_squared_error: 452.8277 - val_loss: 378.5480 - val_mean_squared_error: 378.5480
Epoch 9/30
81/81 [==============================] - 3s 41ms/step - loss: 261.2378 - mean_squared_error: 261.2378 - val_loss: 35.2261 - val_mean_squared_error: 35.2261
Epoch 10/30
81/81 [==============================] - 3s 41ms/step - loss: 116.4827 - mean_squared_error: 116.4827 - val_loss: 71.1314 - val_mean_squared_error: 71.1314
Epoch 11/30
81/81 [==============================] - 3s 41ms/step - loss: 83.0154 - mean_squared_error: 83.0154 - val_loss: 77.1595 - val_mean_squared_error: 77.1595
Epoch 12/30
81/81 [==============================] - 3s 41ms/step - loss: 77.3677 - mean_squared_error: 77.3677 - val_loss: 173.2083 - val_mean_squared_error: 173.2083
Epoch 13/30
81/81 [==============================] - 3s 41ms/step - loss: 73.7825 - mean_squared_error: 73.7825 - val_loss: 79.4712 - val_mean_squared_error: 79.4712
Epoch 14/30
81/81 [==============================] - 3s 42ms/step - loss: 64.0606 - mean_squared_error: 64.0606 - val_loss: 178.5312 - val_mean_squared_error: 178.5312
Epoch 15/30
81/81 [==============================] - 3s 41ms/step - loss: 59.9398 - mean_squared_error: 59.9398 - val_loss: 54.2963 - val_mean_squared_error: 54.2963
Epoch 16/30
81/81 [==============================] - 3s 41ms/step - loss: 53.2122 - mean_squared_error: 53.2122 - val_loss: 27.6886 - val_mean_squared_error: 27.6886
Epoch 17/30
81/81 [==============================] - 3s 42ms/step - loss: 56.2030 - mean_squared_error: 56.2030 - val_loss: 27.3899 - val_mean_squared_error: 27.3899
Epoch 18/30
81/81 [==============================] - 3s 41ms/step - loss: 52.7281 - mean_squared_error: 52.7281 - val_loss: 52.0408 - val_mean_squared_error: 52.0408
Epoch 19/30
81/81 [==============================] - 3s 41ms/step - loss: 52.9101 - mean_squared_error: 52.9101 - val_loss: 65.3423 - val_mean_squared_error: 65.3423
Epoch 20/30
81/81 [==============================] - 3s 41ms/step - loss: 49.9292 - mean_squared_error: 49.9292 - val_loss: 50.9898 - val_mean_squared_error: 50.9898
Epoch 21/30
81/81 [==============================] - 3s 41ms/step - loss: 46.4846 - mean_squared_error: 46.4846 - val_loss: 24.9856 - val_mean_squared_error: 24.9856
Epoch 22/30
81/81 [==============================] - 3s 42ms/step - loss: 46.0860 - mean_squared_error: 46.0860 - val_loss: 68.5127 - val_mean_squared_error: 68.5127
Epoch 23/30
81/81 [==============================] - 3s 41ms/step - loss: 45.9592 - mean_squared_error: 45.9592 - val_loss: 66.2422 - val_mean_squared_error: 66.2422
Epoch 24/30
81/81 [==============================] - 3s 41ms/step - loss: 53.1637 - mean_squared_error: 53.1637 - val_loss: 107.4119 - val_mean_squared_error: 107.4119
Epoch 25/30
81/81 [==============================] - 3s 41ms/step - loss: 43.1461 - mean_squared_error: 43.1461 - val_loss: 34.2735 - val_mean_squared_error: 34.2735
Epoch 26/30
81/81 [==============================] - 3s 41ms/step - loss: 47.3288 - mean_squared_error: 47.3288 - val_loss: 58.0702 - val_mean_squared_error: 58.0702
Epoch 27/30
81/81 [==============================] - 3s 41ms/step - loss: 39.3399 - mean_squared_error: 39.3399 - val_loss: 68.3178 - val_mean_squared_error: 68.3178
Epoch 28/30
81/81 [==============================] - 3s 41ms/step - loss: 44.9182 - mean_squared_error: 44.9182 - val_loss: 31.7845 - val_mean_squared_error: 31.7845
Epoch 29/30
81/81 [==============================] - 3s 41ms/step - loss: 43.3672 - mean_squared_error: 43.3672 - val_loss: 54.8549 - val_mean_squared_error: 54.8549
Epoch 30/30
81/81 [==============================] - 3s 41ms/step - loss: 47.6085 - mean_squared_error: 47.6085 - val_loss: 55.2555 - val_mean_squared_error: 55.2555
2022-12-10 12:55:17.676359: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:55:17.821580: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:55:17.943770: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:55:18.077375: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.19041704 0.15281651 0.44309554 ... 0.         0.         0.        ]
 [0.18030169 0.18600112 0.44272007 ... 0.         0.         0.        ]
 ...
 [0.07808341 0.07933631 0.74735086 ... 0.         0.         0.        ]
 [0.0743567  0.07306191 0.76512307 ... 0.         0.         0.        ]
 [0.07488909 0.08951478 0.76583229 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 12:55:20.281595: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:55:20.758085: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:55:20.937841: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:55:21.131018: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:55:21.504805: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:55:21.843344: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:55:22.218949: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4920.2842 - mean_squared_error: 4920.2842
2022-12-10 12:55:29.664613: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:55:29.813922: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:55:29.948422: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:55:30.082285: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 12s 105ms/step - loss: 4920.2842 - mean_squared_error: 4920.2842 - val_loss: 543.1704 - val_mean_squared_error: 543.1704
Epoch 2/30
81/81 [==============================] - 4s 47ms/step - loss: 2629.1377 - mean_squared_error: 2629.1377 - val_loss: 171.3811 - val_mean_squared_error: 171.3811
Epoch 3/30
81/81 [==============================] - 4s 46ms/step - loss: 1563.8350 - mean_squared_error: 1563.8350 - val_loss: 837.2672 - val_mean_squared_error: 837.2672
Epoch 4/30
81/81 [==============================] - 4s 45ms/step - loss: 693.2759 - mean_squared_error: 693.2759 - val_loss: 1445.9038 - val_mean_squared_error: 1445.9038
Epoch 5/30
81/81 [==============================] - 4s 46ms/step - loss: 335.7815 - mean_squared_error: 335.7815 - val_loss: 876.1022 - val_mean_squared_error: 876.1022
Epoch 6/30
81/81 [==============================] - 4s 45ms/step - loss: 198.6228 - mean_squared_error: 198.6228 - val_loss: 531.5105 - val_mean_squared_error: 531.5105
Epoch 7/30
81/81 [==============================] - 4s 45ms/step - loss: 151.0404 - mean_squared_error: 151.0404 - val_loss: 212.9802 - val_mean_squared_error: 212.9802
Epoch 8/30
81/81 [==============================] - 4s 44ms/step - loss: 122.3903 - mean_squared_error: 122.3903 - val_loss: 166.3854 - val_mean_squared_error: 166.3854
Epoch 9/30
81/81 [==============================] - 4s 45ms/step - loss: 104.8775 - mean_squared_error: 104.8775 - val_loss: 244.6050 - val_mean_squared_error: 244.6050
Epoch 10/30
81/81 [==============================] - 4s 44ms/step - loss: 93.5224 - mean_squared_error: 93.5224 - val_loss: 115.1830 - val_mean_squared_error: 115.1830
Epoch 11/30
81/81 [==============================] - 4s 44ms/step - loss: 81.4316 - mean_squared_error: 81.4316 - val_loss: 27.4775 - val_mean_squared_error: 27.4775
Epoch 12/30
81/81 [==============================] - 4s 44ms/step - loss: 81.1961 - mean_squared_error: 81.1961 - val_loss: 69.9795 - val_mean_squared_error: 69.9795
Epoch 13/30
81/81 [==============================] - 4s 45ms/step - loss: 65.7492 - mean_squared_error: 65.7492 - val_loss: 32.7081 - val_mean_squared_error: 32.7081
Epoch 14/30
81/81 [==============================] - 4s 44ms/step - loss: 68.6959 - mean_squared_error: 68.6959 - val_loss: 86.0115 - val_mean_squared_error: 86.0115
Epoch 15/30
81/81 [==============================] - 4s 44ms/step - loss: 72.5689 - mean_squared_error: 72.5689 - val_loss: 52.4603 - val_mean_squared_error: 52.4603
Epoch 16/30
81/81 [==============================] - 4s 44ms/step - loss: 62.9567 - mean_squared_error: 62.9567 - val_loss: 71.5864 - val_mean_squared_error: 71.5864
Epoch 17/30
81/81 [==============================] - 4s 44ms/step - loss: 60.8034 - mean_squared_error: 60.8034 - val_loss: 46.6713 - val_mean_squared_error: 46.6713
Epoch 18/30
81/81 [==============================] - 4s 44ms/step - loss: 55.5916 - mean_squared_error: 55.5916 - val_loss: 67.4193 - val_mean_squared_error: 67.4193
Epoch 19/30
81/81 [==============================] - 4s 44ms/step - loss: 58.0829 - mean_squared_error: 58.0829 - val_loss: 62.6294 - val_mean_squared_error: 62.6294
Epoch 20/30
81/81 [==============================] - 4s 44ms/step - loss: 59.6879 - mean_squared_error: 59.6879 - val_loss: 64.9130 - val_mean_squared_error: 64.9130
Epoch 21/30
81/81 [==============================] - 4s 44ms/step - loss: 53.6528 - mean_squared_error: 53.6528 - val_loss: 62.6642 - val_mean_squared_error: 62.6642
Epoch 22/30
81/81 [==============================] - 4s 44ms/step - loss: 52.2728 - mean_squared_error: 52.2728 - val_loss: 46.7088 - val_mean_squared_error: 46.7088
Epoch 23/30
81/81 [==============================] - 4s 44ms/step - loss: 48.3038 - mean_squared_error: 48.3038 - val_loss: 64.2210 - val_mean_squared_error: 64.2210
Epoch 24/30
81/81 [==============================] - 4s 44ms/step - loss: 56.5163 - mean_squared_error: 56.5163 - val_loss: 39.0282 - val_mean_squared_error: 39.0282
Epoch 25/30
81/81 [==============================] - 4s 44ms/step - loss: 48.5212 - mean_squared_error: 48.5212 - val_loss: 47.4342 - val_mean_squared_error: 47.4342
Epoch 26/30
81/81 [==============================] - 4s 45ms/step - loss: 56.4871 - mean_squared_error: 56.4871 - val_loss: 78.7730 - val_mean_squared_error: 78.7730
Epoch 27/30
81/81 [==============================] - 4s 44ms/step - loss: 47.5644 - mean_squared_error: 47.5644 - val_loss: 71.7834 - val_mean_squared_error: 71.7834
Epoch 28/30
81/81 [==============================] - 4s 44ms/step - loss: 50.8392 - mean_squared_error: 50.8392 - val_loss: 72.7074 - val_mean_squared_error: 72.7074
Epoch 29/30
81/81 [==============================] - 4s 44ms/step - loss: 50.0437 - mean_squared_error: 50.0437 - val_loss: 65.0336 - val_mean_squared_error: 65.0335
Epoch 30/30
81/81 [==============================] - 4s 44ms/step - loss: 45.5244 - mean_squared_error: 45.5244 - val_loss: 44.3376 - val_mean_squared_error: 44.3376
2022-12-10 12:57:15.540877: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:57:15.682953: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:57:15.818920: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:57:15.966740: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 48)
(286, 48)
Epoch 1/30
2022-12-10 12:57:18.313273: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:57:18.794276: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:57:18.993354: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:57:19.205343: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:57:19.626218: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:57:19.996404: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:57:20.464688: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4867.8062 - mean_squared_error: 4867.8062
2022-12-10 12:57:28.721594: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:57:28.884842: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:57:29.025571: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:57:29.157827: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 13s 116ms/step - loss: 4867.8062 - mean_squared_error: 4867.8062 - val_loss: 462.6802 - val_mean_squared_error: 462.6802
Epoch 2/30
81/81 [==============================] - 4s 53ms/step - loss: 2754.8755 - mean_squared_error: 2754.8755 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 4s 50ms/step - loss: 1653.6836 - mean_squared_error: 1653.6836 - val_loss: 2575.7546 - val_mean_squared_error: 2575.7546
Epoch 4/30
81/81 [==============================] - 4s 50ms/step - loss: 655.7657 - mean_squared_error: 655.7657 - val_loss: 4815.3306 - val_mean_squared_error: 4815.3306
Epoch 5/30
81/81 [==============================] - 4s 49ms/step - loss: 239.8437 - mean_squared_error: 239.8437 - val_loss: 1298.6143 - val_mean_squared_error: 1298.6143
Epoch 6/30
81/81 [==============================] - 4s 49ms/step - loss: 134.0894 - mean_squared_error: 134.0894 - val_loss: 36.1625 - val_mean_squared_error: 36.1625
Epoch 7/30
81/81 [==============================] - 4s 48ms/step - loss: 102.0405 - mean_squared_error: 102.0405 - val_loss: 16.5490 - val_mean_squared_error: 16.5490
Epoch 8/30
81/81 [==============================] - 4s 48ms/step - loss: 93.8004 - mean_squared_error: 93.8004 - val_loss: 96.8837 - val_mean_squared_error: 96.8837
Epoch 9/30
81/81 [==============================] - 4s 48ms/step - loss: 77.7291 - mean_squared_error: 77.7291 - val_loss: 81.2063 - val_mean_squared_error: 81.2063
Epoch 10/30
81/81 [==============================] - 4s 48ms/step - loss: 78.2039 - mean_squared_error: 78.2039 - val_loss: 101.3579 - val_mean_squared_error: 101.3579
Epoch 11/30
81/81 [==============================] - 4s 48ms/step - loss: 67.0480 - mean_squared_error: 67.0480 - val_loss: 25.5117 - val_mean_squared_error: 25.5117
Epoch 12/30
81/81 [==============================] - 4s 48ms/step - loss: 62.0305 - mean_squared_error: 62.0305 - val_loss: 69.0299 - val_mean_squared_error: 69.0299
Epoch 13/30
81/81 [==============================] - 4s 49ms/step - loss: 77.6992 - mean_squared_error: 77.6992 - val_loss: 35.3110 - val_mean_squared_error: 35.3110
Epoch 14/30
81/81 [==============================] - 4s 48ms/step - loss: 58.4968 - mean_squared_error: 58.4968 - val_loss: 89.8331 - val_mean_squared_error: 89.8331
Epoch 15/30
81/81 [==============================] - 4s 48ms/step - loss: 53.7870 - mean_squared_error: 53.7870 - val_loss: 51.6779 - val_mean_squared_error: 51.6779
Epoch 16/30
81/81 [==============================] - 4s 48ms/step - loss: 57.7652 - mean_squared_error: 57.7652 - val_loss: 74.9283 - val_mean_squared_error: 74.9283
Epoch 17/30
81/81 [==============================] - 4s 48ms/step - loss: 55.2963 - mean_squared_error: 55.2963 - val_loss: 33.0395 - val_mean_squared_error: 33.0395
Epoch 18/30
81/81 [==============================] - 4s 48ms/step - loss: 57.2082 - mean_squared_error: 57.2082 - val_loss: 41.3406 - val_mean_squared_error: 41.3406
Epoch 19/30
81/81 [==============================] - 4s 48ms/step - loss: 53.5069 - mean_squared_error: 53.5069 - val_loss: 149.4607 - val_mean_squared_error: 149.4607
Epoch 20/30
81/81 [==============================] - 4s 48ms/step - loss: 51.0467 - mean_squared_error: 51.0467 - val_loss: 33.2851 - val_mean_squared_error: 33.2851
Epoch 21/30
81/81 [==============================] - 4s 48ms/step - loss: 44.0939 - mean_squared_error: 44.0939 - val_loss: 49.2312 - val_mean_squared_error: 49.2312
Epoch 22/30
81/81 [==============================] - 4s 49ms/step - loss: 47.8962 - mean_squared_error: 47.8962 - val_loss: 24.3340 - val_mean_squared_error: 24.3340
Epoch 23/30
81/81 [==============================] - 4s 48ms/step - loss: 52.3041 - mean_squared_error: 52.3041 - val_loss: 50.1669 - val_mean_squared_error: 50.1669
Epoch 24/30
81/81 [==============================] - 4s 48ms/step - loss: 47.3738 - mean_squared_error: 47.3738 - val_loss: 236.2157 - val_mean_squared_error: 236.2157
Epoch 25/30
81/81 [==============================] - 4s 48ms/step - loss: 44.5274 - mean_squared_error: 44.5274 - val_loss: 21.6180 - val_mean_squared_error: 21.6180
Epoch 26/30
81/81 [==============================] - 4s 48ms/step - loss: 50.0780 - mean_squared_error: 50.0780 - val_loss: 19.1632 - val_mean_squared_error: 19.1632
Epoch 27/30
81/81 [==============================] - 4s 48ms/step - loss: 43.3686 - mean_squared_error: 43.3686 - val_loss: 44.0869 - val_mean_squared_error: 44.0869
Epoch 28/30
81/81 [==============================] - 4s 48ms/step - loss: 42.9817 - mean_squared_error: 42.9817 - val_loss: 21.8204 - val_mean_squared_error: 21.8204
Epoch 29/30
81/81 [==============================] - 4s 48ms/step - loss: 51.0361 - mean_squared_error: 51.0361 - val_loss: 21.6140 - val_mean_squared_error: 21.6140
Epoch 30/30
81/81 [==============================] - 4s 48ms/step - loss: 39.2362 - mean_squared_error: 39.2362 - val_loss: 26.9918 - val_mean_squared_error: 26.9918
2022-12-10 12:59:24.058214: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:59:24.199913: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:59:24.355865: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:59:24.501912: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 37)
(286, 37)
Epoch 1/30
2022-12-10 12:59:26.953883: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:59:27.445073: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:59:27.667690: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:59:27.941533: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:59:28.511748: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:59:28.976166: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:59:29.404778: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4732.2627 - mean_squared_error: 4732.2627
2022-12-10 12:59:37.577235: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:59:37.744174: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:59:37.879098: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 12:59:38.053364: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 13s 117ms/step - loss: 4732.2627 - mean_squared_error: 4732.2627 - val_loss: 716.9813 - val_mean_squared_error: 716.9813
Epoch 2/30
81/81 [==============================] - 4s 46ms/step - loss: 2444.7402 - mean_squared_error: 2444.7402 - val_loss: 98.9014 - val_mean_squared_error: 98.9014
Epoch 3/30
81/81 [==============================] - 4s 44ms/step - loss: 1360.1740 - mean_squared_error: 1360.1740 - val_loss: 193.0887 - val_mean_squared_error: 193.0887
Epoch 4/30
81/81 [==============================] - 4s 44ms/step - loss: 607.3959 - mean_squared_error: 607.3959 - val_loss: 1799.5319 - val_mean_squared_error: 1799.5319
Epoch 5/30
81/81 [==============================] - 4s 44ms/step - loss: 368.2345 - mean_squared_error: 368.2345 - val_loss: 378.6968 - val_mean_squared_error: 378.6968
Epoch 6/30
81/81 [==============================] - 4s 43ms/step - loss: 216.9694 - mean_squared_error: 216.9694 - val_loss: 942.2192 - val_mean_squared_error: 942.2192
Epoch 7/30
81/81 [==============================] - 3s 42ms/step - loss: 129.7553 - mean_squared_error: 129.7553 - val_loss: 299.2527 - val_mean_squared_error: 299.2527
Epoch 8/30
81/81 [==============================] - 3s 42ms/step - loss: 102.7859 - mean_squared_error: 102.7859 - val_loss: 26.2205 - val_mean_squared_error: 26.2205
Epoch 9/30
81/81 [==============================] - 3s 42ms/step - loss: 83.0827 - mean_squared_error: 83.0827 - val_loss: 54.0346 - val_mean_squared_error: 54.0346
Epoch 10/30
81/81 [==============================] - 3s 43ms/step - loss: 67.0800 - mean_squared_error: 67.0800 - val_loss: 34.0438 - val_mean_squared_error: 34.0438
Epoch 11/30
81/81 [==============================] - 3s 42ms/step - loss: 69.2698 - mean_squared_error: 69.2698 - val_loss: 29.8997 - val_mean_squared_error: 29.8997
Epoch 12/30
81/81 [==============================] - 3s 42ms/step - loss: 68.8510 - mean_squared_error: 68.8510 - val_loss: 32.8670 - val_mean_squared_error: 32.8670
Epoch 13/30
81/81 [==============================] - 3s 42ms/step - loss: 68.0476 - mean_squared_error: 68.0476 - val_loss: 19.1439 - val_mean_squared_error: 19.1439
Epoch 14/30
81/81 [==============================] - 3s 42ms/step - loss: 67.2957 - mean_squared_error: 67.2957 - val_loss: 27.9205 - val_mean_squared_error: 27.9205
Epoch 15/30
81/81 [==============================] - 3s 42ms/step - loss: 54.8711 - mean_squared_error: 54.8711 - val_loss: 22.1830 - val_mean_squared_error: 22.1830
Epoch 16/30
81/81 [==============================] - 3s 42ms/step - loss: 56.0675 - mean_squared_error: 56.0675 - val_loss: 24.2862 - val_mean_squared_error: 24.2862
Epoch 17/30
81/81 [==============================] - 3s 42ms/step - loss: 56.7645 - mean_squared_error: 56.7645 - val_loss: 34.4800 - val_mean_squared_error: 34.4800
Epoch 18/30
81/81 [==============================] - 3s 42ms/step - loss: 51.4035 - mean_squared_error: 51.4035 - val_loss: 63.3086 - val_mean_squared_error: 63.3086
Epoch 19/30
81/81 [==============================] - 3s 42ms/step - loss: 55.2386 - mean_squared_error: 55.2386 - val_loss: 28.6889 - val_mean_squared_error: 28.6889
Epoch 20/30
81/81 [==============================] - 3s 42ms/step - loss: 53.7768 - mean_squared_error: 53.7768 - val_loss: 13.0185 - val_mean_squared_error: 13.0185
Epoch 21/30
81/81 [==============================] - 3s 42ms/step - loss: 49.8716 - mean_squared_error: 49.8716 - val_loss: 20.1836 - val_mean_squared_error: 20.1836
Epoch 22/30
81/81 [==============================] - 3s 42ms/step - loss: 51.6539 - mean_squared_error: 51.6539 - val_loss: 28.8719 - val_mean_squared_error: 28.8719
Epoch 23/30
81/81 [==============================] - 3s 42ms/step - loss: 53.4259 - mean_squared_error: 53.4259 - val_loss: 67.7566 - val_mean_squared_error: 67.7566
Epoch 24/30
81/81 [==============================] - 3s 42ms/step - loss: 49.2107 - mean_squared_error: 49.2107 - val_loss: 18.4402 - val_mean_squared_error: 18.4402
Epoch 25/30
81/81 [==============================] - 3s 42ms/step - loss: 41.4185 - mean_squared_error: 41.4185 - val_loss: 28.7624 - val_mean_squared_error: 28.7624
Epoch 26/30
81/81 [==============================] - 3s 42ms/step - loss: 41.1492 - mean_squared_error: 41.1492 - val_loss: 24.8740 - val_mean_squared_error: 24.8740
Epoch 27/30
81/81 [==============================] - 3s 42ms/step - loss: 42.3661 - mean_squared_error: 42.3661 - val_loss: 24.1472 - val_mean_squared_error: 24.1472
Epoch 28/30
81/81 [==============================] - 3s 42ms/step - loss: 41.3887 - mean_squared_error: 41.3887 - val_loss: 29.8664 - val_mean_squared_error: 29.8664
Epoch 29/30
81/81 [==============================] - 3s 42ms/step - loss: 45.3757 - mean_squared_error: 45.3757 - val_loss: 17.6846 - val_mean_squared_error: 17.6846
Epoch 30/30
81/81 [==============================] - 3s 42ms/step - loss: 43.3536 - mean_squared_error: 43.3536 - val_loss: 34.9477 - val_mean_squared_error: 34.9477
2022-12-10 13:01:18.767752: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:01:18.905449: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:01:19.045362: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:01:19.210081: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.020883517489751337
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 48)
(286, 48)
Epoch 1/30
2022-12-10 13:01:22.006732: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:01:22.470462: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:01:22.743514: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:01:23.044929: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:01:23.628782: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:01:24.116555: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:01:24.596266: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4961.8521 - mean_squared_error: 4961.8521
2022-12-10 13:01:33.917324: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:01:34.059584: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:01:34.246440: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:01:34.429384: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 14s 133ms/step - loss: 4961.8521 - mean_squared_error: 4961.8521 - val_loss: 2249.2070 - val_mean_squared_error: 2249.2070
Epoch 2/30
81/81 [==============================] - 4s 53ms/step - loss: 2052.8494 - mean_squared_error: 2052.8494 - val_loss: 18.4506 - val_mean_squared_error: 18.4506
Epoch 3/30
81/81 [==============================] - 4s 53ms/step - loss: 658.0803 - mean_squared_error: 658.0803 - val_loss: 23.9541 - val_mean_squared_error: 23.9541
Epoch 4/30
81/81 [==============================] - 4s 50ms/step - loss: 578.3312 - mean_squared_error: 578.3312 - val_loss: 102.7198 - val_mean_squared_error: 102.7198
Epoch 5/30
81/81 [==============================] - 4s 50ms/step - loss: 551.1304 - mean_squared_error: 551.1304 - val_loss: 13.4903 - val_mean_squared_error: 13.4903
Epoch 6/30
81/81 [==============================] - 4s 50ms/step - loss: 592.1641 - mean_squared_error: 592.1641 - val_loss: 419.4457 - val_mean_squared_error: 419.4457
Epoch 7/30
81/81 [==============================] - 4s 49ms/step - loss: 518.3795 - mean_squared_error: 518.3795 - val_loss: 104.0322 - val_mean_squared_error: 104.0322
Epoch 8/30
81/81 [==============================] - 4s 50ms/step - loss: 1450.9894 - mean_squared_error: 1450.9894 - val_loss: 884.5560 - val_mean_squared_error: 884.5559
Epoch 9/30
81/81 [==============================] - 4s 50ms/step - loss: 694.9042 - mean_squared_error: 694.9042 - val_loss: 18.7666 - val_mean_squared_error: 18.7666
Epoch 10/30
81/81 [==============================] - 4s 49ms/step - loss: 592.5226 - mean_squared_error: 592.5226 - val_loss: 92.7397 - val_mean_squared_error: 92.7397
Epoch 11/30
81/81 [==============================] - 4s 49ms/step - loss: 643.3066 - mean_squared_error: 643.3066 - val_loss: 209.1180 - val_mean_squared_error: 209.1180
Epoch 12/30
81/81 [==============================] - 4s 49ms/step - loss: 622.4352 - mean_squared_error: 622.4352 - val_loss: 434.4811 - val_mean_squared_error: 434.4811
Epoch 13/30
81/81 [==============================] - 4s 48ms/step - loss: 608.7083 - mean_squared_error: 608.7083 - val_loss: 922.0302 - val_mean_squared_error: 922.0302
Epoch 14/30
81/81 [==============================] - 4s 49ms/step - loss: 629.8225 - mean_squared_error: 629.8225 - val_loss: 214.6136 - val_mean_squared_error: 214.6136
Epoch 15/30
81/81 [==============================] - 4s 49ms/step - loss: 581.5396 - mean_squared_error: 581.5396 - val_loss: 107.3910 - val_mean_squared_error: 107.3910
Epoch 16/30
81/81 [==============================] - 4s 50ms/step - loss: 574.2070 - mean_squared_error: 574.2070 - val_loss: 113.8774 - val_mean_squared_error: 113.8774
Epoch 17/30
81/81 [==============================] - 4s 49ms/step - loss: 572.2025 - mean_squared_error: 572.2025 - val_loss: 136.7978 - val_mean_squared_error: 136.7978
Epoch 18/30
81/81 [==============================] - 4s 48ms/step - loss: 564.3611 - mean_squared_error: 564.3611 - val_loss: 175.4256 - val_mean_squared_error: 175.4256
Epoch 19/30
81/81 [==============================] - 4s 49ms/step - loss: 627.4452 - mean_squared_error: 627.4452 - val_loss: 708.5818 - val_mean_squared_error: 708.5818
Epoch 20/30
81/81 [==============================] - 4s 49ms/step - loss: 579.2487 - mean_squared_error: 579.2487 - val_loss: 482.2072 - val_mean_squared_error: 482.2072
Epoch 21/30
81/81 [==============================] - 4s 49ms/step - loss: 566.1893 - mean_squared_error: 566.1893 - val_loss: 248.9966 - val_mean_squared_error: 248.9966
Epoch 22/30
81/81 [==============================] - 4s 49ms/step - loss: 557.3986 - mean_squared_error: 557.3986 - val_loss: 253.9128 - val_mean_squared_error: 253.9128
Epoch 23/30
81/81 [==============================] - 4s 49ms/step - loss: 535.9971 - mean_squared_error: 535.9971 - val_loss: 594.7008 - val_mean_squared_error: 594.7008
Epoch 24/30
81/81 [==============================] - 4s 49ms/step - loss: 481.2282 - mean_squared_error: 481.2282 - val_loss: 1519.6572 - val_mean_squared_error: 1519.6572
Epoch 25/30
81/81 [==============================] - 4s 49ms/step - loss: 406.8979 - mean_squared_error: 406.8979 - val_loss: 340.1917 - val_mean_squared_error: 340.1917
Epoch 26/30
81/81 [==============================] - 4s 49ms/step - loss: 314.4923 - mean_squared_error: 314.4923 - val_loss: 99.1953 - val_mean_squared_error: 99.1953
Epoch 27/30
81/81 [==============================] - 4s 48ms/step - loss: 272.8481 - mean_squared_error: 272.8481 - val_loss: 1937.7305 - val_mean_squared_error: 1937.7305
Epoch 28/30
81/81 [==============================] - 4s 48ms/step - loss: 229.8458 - mean_squared_error: 229.8458 - val_loss: 41.7955 - val_mean_squared_error: 41.7955
Epoch 29/30
81/81 [==============================] - 4s 49ms/step - loss: 210.5276 - mean_squared_error: 210.5276 - val_loss: 859.4715 - val_mean_squared_error: 859.4715
Epoch 30/30
81/81 [==============================] - 4s 49ms/step - loss: 175.6873 - mean_squared_error: 175.6873 - val_loss: 974.7257 - val_mean_squared_error: 974.7257
2022-12-10 13:03:31.633181: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:03:31.768477: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:03:31.963184: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:03:32.160778: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 37)
(286, 37)
Epoch 1/30
2022-12-10 13:03:34.164760: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:03:34.691338: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:03:34.935617: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:03:35.216386: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:03:35.760494: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:03:36.246695: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:03:36.724656: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4827.0679 - mean_squared_error: 4827.0679
2022-12-10 13:03:45.092842: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:03:45.240160: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:03:45.419596: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:03:45.594576: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 13s 119ms/step - loss: 4827.0679 - mean_squared_error: 4827.0679 - val_loss: 400.9358 - val_mean_squared_error: 400.9358
Epoch 2/30
81/81 [==============================] - 4s 48ms/step - loss: 2440.6587 - mean_squared_error: 2440.6587 - val_loss: 115.5741 - val_mean_squared_error: 115.5741
Epoch 3/30
81/81 [==============================] - 4s 45ms/step - loss: 1255.7736 - mean_squared_error: 1255.7736 - val_loss: 278.7776 - val_mean_squared_error: 278.7776
Epoch 4/30
81/81 [==============================] - 4s 44ms/step - loss: 805.7235 - mean_squared_error: 805.7235 - val_loss: 1632.1075 - val_mean_squared_error: 1632.1075
Epoch 5/30
81/81 [==============================] - 4s 44ms/step - loss: 286.0765 - mean_squared_error: 286.0765 - val_loss: 2198.1628 - val_mean_squared_error: 2198.1626
Epoch 6/30
81/81 [==============================] - 4s 44ms/step - loss: 113.8155 - mean_squared_error: 113.8155 - val_loss: 1953.5117 - val_mean_squared_error: 1953.5117
Epoch 7/30
81/81 [==============================] - 3s 43ms/step - loss: 107.3344 - mean_squared_error: 107.3344 - val_loss: 1216.6348 - val_mean_squared_error: 1216.6348
Epoch 8/30
81/81 [==============================] - 3s 43ms/step - loss: 87.3877 - mean_squared_error: 87.3877 - val_loss: 428.1908 - val_mean_squared_error: 428.1908
Epoch 9/30
81/81 [==============================] - 3s 43ms/step - loss: 71.3401 - mean_squared_error: 71.3401 - val_loss: 86.6879 - val_mean_squared_error: 86.6879
Epoch 10/30
81/81 [==============================] - 3s 42ms/step - loss: 78.3202 - mean_squared_error: 78.3202 - val_loss: 45.5455 - val_mean_squared_error: 45.5455
Epoch 11/30
81/81 [==============================] - 4s 44ms/step - loss: 76.8842 - mean_squared_error: 76.8842 - val_loss: 58.1571 - val_mean_squared_error: 58.1571
Epoch 12/30
81/81 [==============================] - 3s 42ms/step - loss: 69.4275 - mean_squared_error: 69.4275 - val_loss: 48.9924 - val_mean_squared_error: 48.9924
Epoch 13/30
81/81 [==============================] - 3s 43ms/step - loss: 55.7835 - mean_squared_error: 55.7835 - val_loss: 19.2266 - val_mean_squared_error: 19.2266
Epoch 14/30
81/81 [==============================] - 3s 43ms/step - loss: 63.3870 - mean_squared_error: 63.3870 - val_loss: 16.0876 - val_mean_squared_error: 16.0876
Epoch 15/30
81/81 [==============================] - 3s 42ms/step - loss: 54.7908 - mean_squared_error: 54.7908 - val_loss: 23.1212 - val_mean_squared_error: 23.1212
Epoch 16/30
81/81 [==============================] - 3s 42ms/step - loss: 57.6890 - mean_squared_error: 57.6890 - val_loss: 40.9687 - val_mean_squared_error: 40.9687
Epoch 17/30
81/81 [==============================] - 3s 43ms/step - loss: 53.5050 - mean_squared_error: 53.5050 - val_loss: 18.7749 - val_mean_squared_error: 18.7749
Epoch 18/30
81/81 [==============================] - 3s 42ms/step - loss: 53.2874 - mean_squared_error: 53.2874 - val_loss: 97.7283 - val_mean_squared_error: 97.7283
Epoch 19/30
81/81 [==============================] - 4s 50ms/step - loss: 52.7970 - mean_squared_error: 52.7970 - val_loss: 19.3148 - val_mean_squared_error: 19.3148
Epoch 20/30
81/81 [==============================] - 3s 43ms/step - loss: 52.7299 - mean_squared_error: 52.7299 - val_loss: 69.4866 - val_mean_squared_error: 69.4866
Epoch 21/30
81/81 [==============================] - 4s 43ms/step - loss: 46.6356 - mean_squared_error: 46.6356 - val_loss: 120.6407 - val_mean_squared_error: 120.6407
Epoch 22/30
81/81 [==============================] - 4s 43ms/step - loss: 48.3641 - mean_squared_error: 48.3641 - val_loss: 53.9445 - val_mean_squared_error: 53.9445
Epoch 23/30
81/81 [==============================] - 4s 43ms/step - loss: 47.1795 - mean_squared_error: 47.1795 - val_loss: 28.0965 - val_mean_squared_error: 28.0965
Epoch 24/30
81/81 [==============================] - 3s 43ms/step - loss: 45.2136 - mean_squared_error: 45.2136 - val_loss: 28.8973 - val_mean_squared_error: 28.8973
Epoch 25/30
81/81 [==============================] - 3s 43ms/step - loss: 41.2636 - mean_squared_error: 41.2636 - val_loss: 56.7392 - val_mean_squared_error: 56.7392
Epoch 26/30
81/81 [==============================] - 4s 44ms/step - loss: 46.2810 - mean_squared_error: 46.2810 - val_loss: 43.1763 - val_mean_squared_error: 43.1763
Epoch 27/30
81/81 [==============================] - 3s 43ms/step - loss: 44.5301 - mean_squared_error: 44.5301 - val_loss: 39.7824 - val_mean_squared_error: 39.7824
Epoch 28/30
81/81 [==============================] - 3s 43ms/step - loss: 43.1300 - mean_squared_error: 43.1300 - val_loss: 46.9653 - val_mean_squared_error: 46.9653
Epoch 29/30
81/81 [==============================] - 3s 43ms/step - loss: 43.5116 - mean_squared_error: 43.5116 - val_loss: 13.1470 - val_mean_squared_error: 13.1470
Epoch 30/30
81/81 [==============================] - 3s 43ms/step - loss: 40.3262 - mean_squared_error: 40.3262 - val_loss: 62.8893 - val_mean_squared_error: 62.8893
2022-12-10 13:05:29.516587: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:05:29.662169: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:05:29.855937: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:05:30.029433: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 13:05:32.102287: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:05:32.590711: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:05:32.839129: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:05:33.112734: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:05:33.662845: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:05:34.134991: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:05:34.600193: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4793.1772 - mean_squared_error: 4793.1772
2022-12-10 13:05:43.501480: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:05:43.650245: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:05:43.825840: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:05:44.002211: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 14s 128ms/step - loss: 4793.1772 - mean_squared_error: 4793.1772 - val_loss: 483.1484 - val_mean_squared_error: 483.1484
Epoch 2/30
81/81 [==============================] - 4s 48ms/step - loss: 2343.8596 - mean_squared_error: 2343.8596 - val_loss: 260.2580 - val_mean_squared_error: 260.2580
Epoch 3/30
81/81 [==============================] - 4s 46ms/step - loss: 781.7832 - mean_squared_error: 781.7832 - val_loss: 73.0744 - val_mean_squared_error: 73.0744
Epoch 4/30
81/81 [==============================] - 4s 45ms/step - loss: 659.9930 - mean_squared_error: 659.9930 - val_loss: 350.4251 - val_mean_squared_error: 350.4251
Epoch 5/30
81/81 [==============================] - 4s 44ms/step - loss: 566.0434 - mean_squared_error: 566.0434 - val_loss: 83.7485 - val_mean_squared_error: 83.7485
Epoch 6/30
81/81 [==============================] - 4s 44ms/step - loss: 269.1187 - mean_squared_error: 269.1187 - val_loss: 18.8590 - val_mean_squared_error: 18.8590
Epoch 7/30
81/81 [==============================] - 3s 43ms/step - loss: 113.0417 - mean_squared_error: 113.0417 - val_loss: 42.3900 - val_mean_squared_error: 42.3900
Epoch 8/30
81/81 [==============================] - 4s 44ms/step - loss: 79.8346 - mean_squared_error: 79.8346 - val_loss: 25.0771 - val_mean_squared_error: 25.0771
Epoch 9/30
81/81 [==============================] - 3s 42ms/step - loss: 76.3029 - mean_squared_error: 76.3029 - val_loss: 149.3933 - val_mean_squared_error: 149.3933
Epoch 10/30
81/81 [==============================] - 4s 44ms/step - loss: 74.7590 - mean_squared_error: 74.7590 - val_loss: 153.0931 - val_mean_squared_error: 153.0930
Epoch 11/30
81/81 [==============================] - 3s 43ms/step - loss: 63.7093 - mean_squared_error: 63.7093 - val_loss: 210.3696 - val_mean_squared_error: 210.3696
Epoch 12/30
81/81 [==============================] - 3s 42ms/step - loss: 60.8219 - mean_squared_error: 60.8219 - val_loss: 331.1509 - val_mean_squared_error: 331.1509
Epoch 13/30
81/81 [==============================] - 3s 43ms/step - loss: 59.3610 - mean_squared_error: 59.3610 - val_loss: 177.7540 - val_mean_squared_error: 177.7540
Epoch 14/30
81/81 [==============================] - 3s 42ms/step - loss: 55.1650 - mean_squared_error: 55.1650 - val_loss: 87.5194 - val_mean_squared_error: 87.5194
Epoch 15/30
81/81 [==============================] - 3s 43ms/step - loss: 50.4625 - mean_squared_error: 50.4625 - val_loss: 116.0063 - val_mean_squared_error: 116.0063
Epoch 16/30
81/81 [==============================] - 3s 43ms/step - loss: 49.4874 - mean_squared_error: 49.4874 - val_loss: 246.2762 - val_mean_squared_error: 246.2762
Epoch 17/30
81/81 [==============================] - 3s 43ms/step - loss: 50.2922 - mean_squared_error: 50.2922 - val_loss: 229.8269 - val_mean_squared_error: 229.8269
Epoch 18/30
81/81 [==============================] - 4s 43ms/step - loss: 49.4247 - mean_squared_error: 49.4247 - val_loss: 168.5354 - val_mean_squared_error: 168.5354
Epoch 19/30
81/81 [==============================] - 3s 43ms/step - loss: 55.9611 - mean_squared_error: 55.9611 - val_loss: 162.3077 - val_mean_squared_error: 162.3077
Epoch 20/30
81/81 [==============================] - 3s 43ms/step - loss: 46.0430 - mean_squared_error: 46.0430 - val_loss: 152.1678 - val_mean_squared_error: 152.1678
Epoch 21/30
81/81 [==============================] - 3s 42ms/step - loss: 50.1635 - mean_squared_error: 50.1635 - val_loss: 69.6750 - val_mean_squared_error: 69.6750
Epoch 22/30
81/81 [==============================] - 3s 43ms/step - loss: 49.6079 - mean_squared_error: 49.6079 - val_loss: 63.5195 - val_mean_squared_error: 63.5195
Epoch 23/30
81/81 [==============================] - 3s 42ms/step - loss: 44.8725 - mean_squared_error: 44.8725 - val_loss: 271.5833 - val_mean_squared_error: 271.5833
Epoch 24/30
81/81 [==============================] - 3s 42ms/step - loss: 49.1825 - mean_squared_error: 49.1825 - val_loss: 68.7415 - val_mean_squared_error: 68.7415
Epoch 25/30
81/81 [==============================] - 4s 43ms/step - loss: 41.3098 - mean_squared_error: 41.3098 - val_loss: 155.8262 - val_mean_squared_error: 155.8262
Epoch 26/30
81/81 [==============================] - 3s 42ms/step - loss: 43.5341 - mean_squared_error: 43.5341 - val_loss: 168.4689 - val_mean_squared_error: 168.4689
Epoch 27/30
81/81 [==============================] - 3s 42ms/step - loss: 41.5003 - mean_squared_error: 41.5003 - val_loss: 96.5034 - val_mean_squared_error: 96.5034
Epoch 28/30
81/81 [==============================] - 3s 43ms/step - loss: 45.1950 - mean_squared_error: 45.1950 - val_loss: 80.2932 - val_mean_squared_error: 80.2932
Epoch 29/30
81/81 [==============================] - 3s 42ms/step - loss: 43.2223 - mean_squared_error: 43.2223 - val_loss: 64.4030 - val_mean_squared_error: 64.4030
Epoch 30/30
81/81 [==============================] - 3s 43ms/step - loss: 39.5302 - mean_squared_error: 39.5302 - val_loss: 38.3160 - val_mean_squared_error: 38.3160
2022-12-10 13:07:26.821267: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:07:26.963798: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:07:27.130587: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:07:27.310109: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.19041704 0.15281651 0.44309554 ... 0.         0.         0.        ]
 [0.18030169 0.18600112 0.44272007 ... 0.         0.         0.        ]
 ...
 [0.07808341 0.07933631 0.74735086 ... 0.         0.         0.        ]
 [0.0743567  0.07306191 0.76512307 ... 0.         0.         0.        ]
 [0.07488909 0.08951478 0.76583229 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 13:07:30.031953: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:07:30.558514: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:07:30.825549: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:07:31.102663: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:07:31.649765: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:07:32.120756: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:07:32.585527: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4970.3320 - mean_squared_error: 4970.3320
2022-12-10 13:07:41.926355: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:07:42.091819: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:07:42.261437: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:07:42.442975: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 14s 133ms/step - loss: 4970.3320 - mean_squared_error: 4970.3320 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 4s 52ms/step - loss: 2229.6160 - mean_squared_error: 2229.6160 - val_loss: 438.5147 - val_mean_squared_error: 438.5147
Epoch 3/30
81/81 [==============================] - 4s 48ms/step - loss: 2961.5537 - mean_squared_error: 2961.5537 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 4/30
81/81 [==============================] - 4s 47ms/step - loss: 1167.8959 - mean_squared_error: 1167.8959 - val_loss: 1416.7883 - val_mean_squared_error: 1416.7883
Epoch 5/30
81/81 [==============================] - 4s 46ms/step - loss: 220.9759 - mean_squared_error: 220.9759 - val_loss: 228.9064 - val_mean_squared_error: 228.9064
Epoch 6/30
81/81 [==============================] - 4s 47ms/step - loss: 175.1849 - mean_squared_error: 175.1849 - val_loss: 185.4677 - val_mean_squared_error: 185.4677
Epoch 7/30
81/81 [==============================] - 4s 47ms/step - loss: 161.2794 - mean_squared_error: 161.2794 - val_loss: 42.8173 - val_mean_squared_error: 42.8173
Epoch 8/30
81/81 [==============================] - 4s 46ms/step - loss: 146.6270 - mean_squared_error: 146.6270 - val_loss: 34.1348 - val_mean_squared_error: 34.1348
Epoch 9/30
81/81 [==============================] - 4s 46ms/step - loss: 136.8227 - mean_squared_error: 136.8227 - val_loss: 91.7050 - val_mean_squared_error: 91.7050
Epoch 10/30
81/81 [==============================] - 4s 46ms/step - loss: 128.4188 - mean_squared_error: 128.4188 - val_loss: 164.4832 - val_mean_squared_error: 164.4832
Epoch 11/30
81/81 [==============================] - 4s 46ms/step - loss: 123.8848 - mean_squared_error: 123.8848 - val_loss: 108.0259 - val_mean_squared_error: 108.0259
Epoch 12/30
81/81 [==============================] - 4s 46ms/step - loss: 120.9915 - mean_squared_error: 120.9915 - val_loss: 131.8647 - val_mean_squared_error: 131.8647
Epoch 13/30
81/81 [==============================] - 4s 45ms/step - loss: 101.8240 - mean_squared_error: 101.8240 - val_loss: 108.3305 - val_mean_squared_error: 108.3305
Epoch 14/30
81/81 [==============================] - 4s 46ms/step - loss: 93.6562 - mean_squared_error: 93.6562 - val_loss: 231.1547 - val_mean_squared_error: 231.1547
Epoch 15/30
81/81 [==============================] - 4s 46ms/step - loss: 97.0040 - mean_squared_error: 97.0040 - val_loss: 95.3581 - val_mean_squared_error: 95.3581
Epoch 16/30
81/81 [==============================] - 4s 46ms/step - loss: 83.9379 - mean_squared_error: 83.9379 - val_loss: 328.6524 - val_mean_squared_error: 328.6524
Epoch 17/30
81/81 [==============================] - 4s 46ms/step - loss: 86.7238 - mean_squared_error: 86.7238 - val_loss: 58.7844 - val_mean_squared_error: 58.7844
Epoch 18/30
81/81 [==============================] - 4s 45ms/step - loss: 83.2439 - mean_squared_error: 83.2439 - val_loss: 434.5769 - val_mean_squared_error: 434.5769
Epoch 19/30
81/81 [==============================] - 4s 46ms/step - loss: 75.3043 - mean_squared_error: 75.3043 - val_loss: 98.0131 - val_mean_squared_error: 98.0131
Epoch 20/30
81/81 [==============================] - 4s 45ms/step - loss: 78.9904 - mean_squared_error: 78.9904 - val_loss: 43.3566 - val_mean_squared_error: 43.3566
Epoch 21/30
81/81 [==============================] - 4s 46ms/step - loss: 81.4034 - mean_squared_error: 81.4034 - val_loss: 272.8655 - val_mean_squared_error: 272.8655
Epoch 22/30
81/81 [==============================] - 4s 46ms/step - loss: 74.2939 - mean_squared_error: 74.2939 - val_loss: 101.5197 - val_mean_squared_error: 101.5197
Epoch 23/30
81/81 [==============================] - 4s 46ms/step - loss: 72.6726 - mean_squared_error: 72.6726 - val_loss: 57.9500 - val_mean_squared_error: 57.9500
Epoch 24/30
81/81 [==============================] - 4s 46ms/step - loss: 66.5466 - mean_squared_error: 66.5466 - val_loss: 40.5426 - val_mean_squared_error: 40.5426
Epoch 25/30
81/81 [==============================] - 4s 46ms/step - loss: 66.4983 - mean_squared_error: 66.4983 - val_loss: 104.5305 - val_mean_squared_error: 104.5305
Epoch 26/30
81/81 [==============================] - 4s 46ms/step - loss: 58.4826 - mean_squared_error: 58.4826 - val_loss: 407.6415 - val_mean_squared_error: 407.6415
Epoch 27/30
81/81 [==============================] - 4s 46ms/step - loss: 56.0136 - mean_squared_error: 56.0136 - val_loss: 217.9023 - val_mean_squared_error: 217.9023
Epoch 28/30
81/81 [==============================] - 4s 46ms/step - loss: 63.7763 - mean_squared_error: 63.7763 - val_loss: 206.1882 - val_mean_squared_error: 206.1882
Epoch 29/30
81/81 [==============================] - 4s 46ms/step - loss: 62.0148 - mean_squared_error: 62.0148 - val_loss: 116.4815 - val_mean_squared_error: 116.4815
Epoch 30/30
81/81 [==============================] - 4s 47ms/step - loss: 60.9692 - mean_squared_error: 60.9692 - val_loss: 237.5181 - val_mean_squared_error: 237.5181
2022-12-10 13:09:32.289649: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:09:32.432741: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:09:32.610517: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:09:32.789191: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 35)
(286, 35)
Epoch 1/30
2022-12-10 13:09:35.398685: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:09:35.884776: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:09:36.158502: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:09:36.436311: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:09:36.979251: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:09:37.437642: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:09:37.892166: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4754.2090 - mean_squared_error: 4754.2090
2022-12-10 13:09:46.902126: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:09:47.047187: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:09:47.231051: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:09:47.406068: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 14s 127ms/step - loss: 4754.2090 - mean_squared_error: 4754.2090 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 4s 49ms/step - loss: 2449.7131 - mean_squared_error: 2449.7131 - val_loss: 32.3611 - val_mean_squared_error: 32.3611
Epoch 3/30
81/81 [==============================] - 4s 46ms/step - loss: 1207.7433 - mean_squared_error: 1207.7433 - val_loss: 65.8175 - val_mean_squared_error: 65.8175
Epoch 4/30
81/81 [==============================] - 4s 43ms/step - loss: 852.7549 - mean_squared_error: 852.7549 - val_loss: 1590.5330 - val_mean_squared_error: 1590.5330
Epoch 5/30
81/81 [==============================] - 4s 43ms/step - loss: 216.1151 - mean_squared_error: 216.1151 - val_loss: 1886.2592 - val_mean_squared_error: 1886.2592
Epoch 6/30
81/81 [==============================] - 4s 43ms/step - loss: 131.9129 - mean_squared_error: 131.9129 - val_loss: 224.3449 - val_mean_squared_error: 224.3449
Epoch 7/30
81/81 [==============================] - 3s 43ms/step - loss: 106.5242 - mean_squared_error: 106.5242 - val_loss: 372.7732 - val_mean_squared_error: 372.7732
Epoch 8/30
81/81 [==============================] - 3s 43ms/step - loss: 78.7315 - mean_squared_error: 78.7315 - val_loss: 209.7338 - val_mean_squared_error: 209.7338
Epoch 9/30
81/81 [==============================] - 3s 43ms/step - loss: 80.0141 - mean_squared_error: 80.0141 - val_loss: 41.1377 - val_mean_squared_error: 41.1377
Epoch 10/30
81/81 [==============================] - 3s 43ms/step - loss: 69.6887 - mean_squared_error: 69.6887 - val_loss: 88.7900 - val_mean_squared_error: 88.7900
Epoch 11/30
81/81 [==============================] - 3s 43ms/step - loss: 67.9649 - mean_squared_error: 67.9649 - val_loss: 21.3154 - val_mean_squared_error: 21.3154
Epoch 12/30
81/81 [==============================] - 3s 43ms/step - loss: 64.6148 - mean_squared_error: 64.6148 - val_loss: 19.6999 - val_mean_squared_error: 19.6999
Epoch 13/30
81/81 [==============================] - 3s 42ms/step - loss: 65.9853 - mean_squared_error: 65.9853 - val_loss: 48.4359 - val_mean_squared_error: 48.4359
Epoch 14/30
81/81 [==============================] - 3s 43ms/step - loss: 60.9715 - mean_squared_error: 60.9715 - val_loss: 19.5047 - val_mean_squared_error: 19.5047
Epoch 15/30
81/81 [==============================] - 3s 42ms/step - loss: 56.9950 - mean_squared_error: 56.9950 - val_loss: 21.0960 - val_mean_squared_error: 21.0960
Epoch 16/30
81/81 [==============================] - 3s 42ms/step - loss: 64.1168 - mean_squared_error: 64.1168 - val_loss: 30.6736 - val_mean_squared_error: 30.6736
Epoch 17/30
81/81 [==============================] - 3s 42ms/step - loss: 53.1963 - mean_squared_error: 53.1963 - val_loss: 44.8900 - val_mean_squared_error: 44.8900
Epoch 18/30
81/81 [==============================] - 3s 42ms/step - loss: 52.4364 - mean_squared_error: 52.4364 - val_loss: 101.2155 - val_mean_squared_error: 101.2155
Epoch 19/30
81/81 [==============================] - 3s 42ms/step - loss: 53.2825 - mean_squared_error: 53.2825 - val_loss: 20.1777 - val_mean_squared_error: 20.1777
Epoch 20/30
81/81 [==============================] - 3s 42ms/step - loss: 48.6636 - mean_squared_error: 48.6636 - val_loss: 25.7290 - val_mean_squared_error: 25.7290
Epoch 21/30
81/81 [==============================] - 3s 42ms/step - loss: 53.8684 - mean_squared_error: 53.8684 - val_loss: 19.8694 - val_mean_squared_error: 19.8694
Epoch 22/30
81/81 [==============================] - 3s 42ms/step - loss: 54.9067 - mean_squared_error: 54.9067 - val_loss: 19.6980 - val_mean_squared_error: 19.6980
Epoch 23/30
81/81 [==============================] - 3s 42ms/step - loss: 48.1066 - mean_squared_error: 48.1066 - val_loss: 66.8045 - val_mean_squared_error: 66.8045
Epoch 24/30
81/81 [==============================] - 3s 42ms/step - loss: 56.0242 - mean_squared_error: 56.0242 - val_loss: 35.2307 - val_mean_squared_error: 35.2307
Epoch 25/30
81/81 [==============================] - 3s 42ms/step - loss: 50.0445 - mean_squared_error: 50.0445 - val_loss: 18.9062 - val_mean_squared_error: 18.9062
Epoch 26/30
81/81 [==============================] - 3s 42ms/step - loss: 49.7070 - mean_squared_error: 49.7070 - val_loss: 31.9488 - val_mean_squared_error: 31.9488
Epoch 27/30
81/81 [==============================] - 3s 42ms/step - loss: 45.1736 - mean_squared_error: 45.1736 - val_loss: 39.0615 - val_mean_squared_error: 39.0615
Epoch 28/30
81/81 [==============================] - 3s 42ms/step - loss: 49.2067 - mean_squared_error: 49.2067 - val_loss: 24.9230 - val_mean_squared_error: 24.9230
Epoch 29/30
81/81 [==============================] - 3s 42ms/step - loss: 38.6417 - mean_squared_error: 38.6417 - val_loss: 39.1415 - val_mean_squared_error: 39.1415
Epoch 30/30
81/81 [==============================] - 3s 42ms/step - loss: 42.4224 - mean_squared_error: 42.4224 - val_loss: 22.7398 - val_mean_squared_error: 22.7398
2022-12-10 13:11:29.105392: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:11:29.245323: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:11:29.414196: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:11:29.592081: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx :  4
best_solution :  [1 1 1 1 0 0 1 0 1 1 0 1 0 1 0 1 0 0 1 0 0 1 0 0 1 1 0 1 0 1 0 1 1 1 0 0 1
 1 0 1 0 1 0 0 0 1 0 0 0 1 1 0 0 0 0 0 0 0 1 0 1 1 1 0 0 0 0 0 1 1 0 0 0 1
 0 0 0 0 1 1 0]
Selected indices :  [ 0  1  2  3  6  8  9 11 13 15 18 21 24 25 27 29 31 32 33 36 37 39 41 45
 49 50 58 60 61 62 68 69 73 78 79]
Number of selected elements :  35
Best solution fitness :  0.022836851134835662
Generation:  3
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 48)
(286, 48)
Epoch 1/30
2022-12-10 13:11:32.544565: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:11:32.995484: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:11:33.297023: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:11:33.581729: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:11:34.158002: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:11:34.644794: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:11:35.122458: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4820.9351 - mean_squared_error: 4820.9351
2022-12-10 13:11:44.861872: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:11:44.992193: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:11:45.174349: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:11:45.362889: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 15s 138ms/step - loss: 4820.9351 - mean_squared_error: 4820.9351 - val_loss: 2559.5129 - val_mean_squared_error: 2559.5129
Epoch 2/30
81/81 [==============================] - 5s 56ms/step - loss: 2499.1338 - mean_squared_error: 2499.1338 - val_loss: 949.6511 - val_mean_squared_error: 949.6511
Epoch 3/30
81/81 [==============================] - 4s 54ms/step - loss: 1895.0240 - mean_squared_error: 1895.0240 - val_loss: 193.4410 - val_mean_squared_error: 193.4410
Epoch 4/30
81/81 [==============================] - 4s 52ms/step - loss: 1389.5641 - mean_squared_error: 1389.5641 - val_loss: 1022.6716 - val_mean_squared_error: 1022.6716
Epoch 5/30
81/81 [==============================] - 4s 51ms/step - loss: 1284.4327 - mean_squared_error: 1284.4327 - val_loss: 1140.6200 - val_mean_squared_error: 1140.6200
Epoch 6/30
81/81 [==============================] - 4s 50ms/step - loss: 1283.3918 - mean_squared_error: 1283.3918 - val_loss: 259.6353 - val_mean_squared_error: 259.6353
Epoch 7/30
81/81 [==============================] - 5s 62ms/step - loss: 1199.1843 - mean_squared_error: 1199.1843 - val_loss: 909.3005 - val_mean_squared_error: 909.3005
Epoch 8/30
81/81 [==============================] - 4s 51ms/step - loss: 942.5839 - mean_squared_error: 942.5839 - val_loss: 2018.6475 - val_mean_squared_error: 2018.6475
Epoch 9/30
81/81 [==============================] - 4s 50ms/step - loss: 981.7738 - mean_squared_error: 981.7738 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 10/30
81/81 [==============================] - 4s 49ms/step - loss: 871.8276 - mean_squared_error: 871.8276 - val_loss: 156.2939 - val_mean_squared_error: 156.2939
Epoch 11/30
81/81 [==============================] - 4s 50ms/step - loss: 613.4702 - mean_squared_error: 613.4702 - val_loss: 4662.9990 - val_mean_squared_error: 4662.9990
Epoch 12/30
81/81 [==============================] - 4s 49ms/step - loss: 324.3178 - mean_squared_error: 324.3178 - val_loss: 765.5762 - val_mean_squared_error: 765.5762
Epoch 13/30
81/81 [==============================] - 4s 48ms/step - loss: 302.4395 - mean_squared_error: 302.4395 - val_loss: 231.1044 - val_mean_squared_error: 231.1044
Epoch 14/30
81/81 [==============================] - 4s 49ms/step - loss: 266.9047 - mean_squared_error: 266.9047 - val_loss: 58.4130 - val_mean_squared_error: 58.4130
Epoch 15/30
81/81 [==============================] - 4s 49ms/step - loss: 284.7201 - mean_squared_error: 284.7201 - val_loss: 14.6105 - val_mean_squared_error: 14.6105
Epoch 16/30
81/81 [==============================] - 4s 49ms/step - loss: 278.7664 - mean_squared_error: 278.7664 - val_loss: 107.4771 - val_mean_squared_error: 107.4771
Epoch 17/30
81/81 [==============================] - 4s 49ms/step - loss: 288.0996 - mean_squared_error: 288.0996 - val_loss: 1661.0229 - val_mean_squared_error: 1661.0229
Epoch 18/30
81/81 [==============================] - 4s 49ms/step - loss: 110.5369 - mean_squared_error: 110.5369 - val_loss: 16.8594 - val_mean_squared_error: 16.8594
Epoch 19/30
81/81 [==============================] - 4s 49ms/step - loss: 67.3900 - mean_squared_error: 67.3900 - val_loss: 15.5780 - val_mean_squared_error: 15.5780
Epoch 20/30
81/81 [==============================] - 4s 49ms/step - loss: 66.7098 - mean_squared_error: 66.7098 - val_loss: 14.7204 - val_mean_squared_error: 14.7204
Epoch 21/30
81/81 [==============================] - 4s 49ms/step - loss: 53.2734 - mean_squared_error: 53.2734 - val_loss: 40.6510 - val_mean_squared_error: 40.6510
Epoch 22/30
81/81 [==============================] - 4s 49ms/step - loss: 57.5408 - mean_squared_error: 57.5408 - val_loss: 37.5283 - val_mean_squared_error: 37.5283
Epoch 23/30
81/81 [==============================] - 4s 49ms/step - loss: 56.2862 - mean_squared_error: 56.2862 - val_loss: 47.4582 - val_mean_squared_error: 47.4582
Epoch 24/30
81/81 [==============================] - 4s 50ms/step - loss: 48.4131 - mean_squared_error: 48.4131 - val_loss: 27.6113 - val_mean_squared_error: 27.6113
Epoch 25/30
81/81 [==============================] - 4s 49ms/step - loss: 45.3719 - mean_squared_error: 45.3719 - val_loss: 21.0961 - val_mean_squared_error: 21.0961
Epoch 26/30
81/81 [==============================] - 4s 48ms/step - loss: 52.9748 - mean_squared_error: 52.9748 - val_loss: 41.4572 - val_mean_squared_error: 41.4572
Epoch 27/30
81/81 [==============================] - 4s 50ms/step - loss: 42.6081 - mean_squared_error: 42.6081 - val_loss: 16.4458 - val_mean_squared_error: 16.4458
Epoch 28/30
81/81 [==============================] - 6s 72ms/step - loss: 47.2923 - mean_squared_error: 47.2923 - val_loss: 32.1999 - val_mean_squared_error: 32.1999
Epoch 29/30
81/81 [==============================] - 4s 49ms/step - loss: 40.5461 - mean_squared_error: 40.5461 - val_loss: 35.7470 - val_mean_squared_error: 35.7470
Epoch 30/30
81/81 [==============================] - 4s 49ms/step - loss: 44.7620 - mean_squared_error: 44.7620 - val_loss: 18.1577 - val_mean_squared_error: 18.1577
2022-12-10 13:13:46.475502: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:13:46.720897: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:13:46.913013: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:13:47.117494: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 37)
(286, 37)
Epoch 1/30
2022-12-10 13:13:49.290897: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:13:49.831209: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:13:50.102907: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:13:50.391331: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:13:50.971195: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:13:51.480511: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:13:51.960473: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4870.5000 - mean_squared_error: 4870.5000
2022-12-10 13:14:01.028164: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:14:01.191890: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:14:01.364351: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:14:01.552040: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 14s 130ms/step - loss: 4870.5000 - mean_squared_error: 4870.5000 - val_loss: 575.9413 - val_mean_squared_error: 575.9413
Epoch 2/30
81/81 [==============================] - 4s 48ms/step - loss: 2492.1890 - mean_squared_error: 2492.1890 - val_loss: 127.1078 - val_mean_squared_error: 127.1078
Epoch 3/30
81/81 [==============================] - 4s 47ms/step - loss: 1064.9972 - mean_squared_error: 1064.9972 - val_loss: 435.1795 - val_mean_squared_error: 435.1795
Epoch 4/30
81/81 [==============================] - 8s 102ms/step - loss: 744.9165 - mean_squared_error: 744.9165 - val_loss: 614.5344 - val_mean_squared_error: 614.5344
Epoch 5/30
81/81 [==============================] - 4s 44ms/step - loss: 467.8905 - mean_squared_error: 467.8905 - val_loss: 934.9693 - val_mean_squared_error: 934.9693
Epoch 6/30
81/81 [==============================] - 4s 43ms/step - loss: 186.5895 - mean_squared_error: 186.5895 - val_loss: 1316.5825 - val_mean_squared_error: 1316.5825
Epoch 7/30
81/81 [==============================] - 4s 44ms/step - loss: 120.8219 - mean_squared_error: 120.8219 - val_loss: 499.1664 - val_mean_squared_error: 499.1664
Epoch 8/30
81/81 [==============================] - 4s 44ms/step - loss: 98.6938 - mean_squared_error: 98.6938 - val_loss: 109.3256 - val_mean_squared_error: 109.3256
Epoch 9/30
81/81 [==============================] - 4s 52ms/step - loss: 91.6032 - mean_squared_error: 91.6032 - val_loss: 55.2850 - val_mean_squared_error: 55.2850
Epoch 10/30
81/81 [==============================] - 3s 43ms/step - loss: 76.1326 - mean_squared_error: 76.1326 - val_loss: 43.5652 - val_mean_squared_error: 43.5652
Epoch 11/30
81/81 [==============================] - 4s 44ms/step - loss: 79.2702 - mean_squared_error: 79.2702 - val_loss: 50.7144 - val_mean_squared_error: 50.7144
Epoch 12/30
81/81 [==============================] - 4s 43ms/step - loss: 71.7918 - mean_squared_error: 71.7918 - val_loss: 123.5062 - val_mean_squared_error: 123.5062
Epoch 13/30
81/81 [==============================] - 3s 43ms/step - loss: 62.4576 - mean_squared_error: 62.4576 - val_loss: 66.7078 - val_mean_squared_error: 66.7078
Epoch 14/30
81/81 [==============================] - 4s 44ms/step - loss: 60.0306 - mean_squared_error: 60.0306 - val_loss: 165.3079 - val_mean_squared_error: 165.3079
Epoch 15/30
81/81 [==============================] - 3s 43ms/step - loss: 60.7506 - mean_squared_error: 60.7506 - val_loss: 77.9755 - val_mean_squared_error: 77.9755
Epoch 16/30
81/81 [==============================] - 3s 43ms/step - loss: 56.7511 - mean_squared_error: 56.7511 - val_loss: 98.6942 - val_mean_squared_error: 98.6942
Epoch 17/30
81/81 [==============================] - 4s 47ms/step - loss: 64.4820 - mean_squared_error: 64.4820 - val_loss: 28.0043 - val_mean_squared_error: 28.0043
Epoch 18/30
81/81 [==============================] - 3s 43ms/step - loss: 62.7614 - mean_squared_error: 62.7614 - val_loss: 52.8774 - val_mean_squared_error: 52.8774
Epoch 19/30
81/81 [==============================] - 4s 43ms/step - loss: 53.6960 - mean_squared_error: 53.6960 - val_loss: 28.5262 - val_mean_squared_error: 28.5262
Epoch 20/30
81/81 [==============================] - 4s 47ms/step - loss: 48.4790 - mean_squared_error: 48.4790 - val_loss: 109.0453 - val_mean_squared_error: 109.0453
Epoch 21/30
81/81 [==============================] - 3s 43ms/step - loss: 44.7016 - mean_squared_error: 44.7016 - val_loss: 78.4042 - val_mean_squared_error: 78.4042
Epoch 22/30
81/81 [==============================] - 3s 43ms/step - loss: 52.8100 - mean_squared_error: 52.8100 - val_loss: 126.2000 - val_mean_squared_error: 126.2000
Epoch 23/30
81/81 [==============================] - 4s 43ms/step - loss: 50.0819 - mean_squared_error: 50.0819 - val_loss: 65.8760 - val_mean_squared_error: 65.8760
Epoch 24/30
81/81 [==============================] - 3s 43ms/step - loss: 48.3375 - mean_squared_error: 48.3375 - val_loss: 135.2592 - val_mean_squared_error: 135.2592
Epoch 25/30
81/81 [==============================] - 3s 43ms/step - loss: 51.8716 - mean_squared_error: 51.8716 - val_loss: 39.1872 - val_mean_squared_error: 39.1872
Epoch 26/30
81/81 [==============================] - 3s 43ms/step - loss: 44.9804 - mean_squared_error: 44.9804 - val_loss: 51.1509 - val_mean_squared_error: 51.1509
Epoch 27/30
81/81 [==============================] - 4s 43ms/step - loss: 45.7305 - mean_squared_error: 45.7305 - val_loss: 59.4269 - val_mean_squared_error: 59.4269
Epoch 28/30
81/81 [==============================] - 3s 43ms/step - loss: 45.1595 - mean_squared_error: 45.1595 - val_loss: 63.4425 - val_mean_squared_error: 63.4425
Epoch 29/30
81/81 [==============================] - 3s 43ms/step - loss: 41.7603 - mean_squared_error: 41.7603 - val_loss: 62.6285 - val_mean_squared_error: 62.6285
Epoch 30/30
81/81 [==============================] - 3s 43ms/step - loss: 39.5251 - mean_squared_error: 39.5251 - val_loss: 25.8222 - val_mean_squared_error: 25.8222
2022-12-10 13:15:51.939690: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:15:52.103249: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:15:52.287050: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:15:52.468568: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 13:15:54.683629: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:15:55.451475: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:15:55.739679: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:15:56.080662: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:15:56.680431: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:15:57.164093: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:15:57.645205: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4623.1367 - mean_squared_error: 4623.1367
2022-12-10 13:16:06.456726: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:16:06.628584: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:16:06.807004: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:16:06.987854: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 14s 126ms/step - loss: 4623.1367 - mean_squared_error: 4623.1367 - val_loss: 1271.0042 - val_mean_squared_error: 1271.0042
Epoch 2/30
81/81 [==============================] - 4s 50ms/step - loss: 1968.0367 - mean_squared_error: 1968.0367 - val_loss: 104.3813 - val_mean_squared_error: 104.3813
Epoch 3/30
81/81 [==============================] - 4s 45ms/step - loss: 827.3019 - mean_squared_error: 827.3019 - val_loss: 316.1895 - val_mean_squared_error: 316.1895
Epoch 4/30
81/81 [==============================] - 4s 45ms/step - loss: 587.7011 - mean_squared_error: 587.7011 - val_loss: 80.4960 - val_mean_squared_error: 80.4960
Epoch 5/30
81/81 [==============================] - 4s 46ms/step - loss: 545.2856 - mean_squared_error: 545.2856 - val_loss: 129.6656 - val_mean_squared_error: 129.6656
Epoch 6/30
81/81 [==============================] - 4s 44ms/step - loss: 571.8076 - mean_squared_error: 571.8076 - val_loss: 599.6080 - val_mean_squared_error: 599.6080
Epoch 7/30
81/81 [==============================] - 4s 44ms/step - loss: 446.2471 - mean_squared_error: 446.2471 - val_loss: 235.1894 - val_mean_squared_error: 235.1894
Epoch 8/30
81/81 [==============================] - 4s 44ms/step - loss: 890.6299 - mean_squared_error: 890.6299 - val_loss: 49.1661 - val_mean_squared_error: 49.1661
Epoch 9/30
81/81 [==============================] - 4s 44ms/step - loss: 602.5627 - mean_squared_error: 602.5627 - val_loss: 64.2341 - val_mean_squared_error: 64.2341
Epoch 10/30
81/81 [==============================] - 4s 49ms/step - loss: 389.9875 - mean_squared_error: 389.9875 - val_loss: 270.3810 - val_mean_squared_error: 270.3810
Epoch 11/30
81/81 [==============================] - 4s 45ms/step - loss: 268.8754 - mean_squared_error: 268.8754 - val_loss: 471.4652 - val_mean_squared_error: 471.4652
Epoch 12/30
81/81 [==============================] - 4s 44ms/step - loss: 262.0571 - mean_squared_error: 262.0571 - val_loss: 245.5730 - val_mean_squared_error: 245.5730
Epoch 13/30
81/81 [==============================] - 3s 43ms/step - loss: 192.6089 - mean_squared_error: 192.6089 - val_loss: 31.3074 - val_mean_squared_error: 31.3074
Epoch 14/30
81/81 [==============================] - 3s 43ms/step - loss: 159.3967 - mean_squared_error: 159.3967 - val_loss: 54.9292 - val_mean_squared_error: 54.9292
Epoch 15/30
81/81 [==============================] - 3s 43ms/step - loss: 157.5914 - mean_squared_error: 157.5914 - val_loss: 33.5755 - val_mean_squared_error: 33.5755
Epoch 16/30
81/81 [==============================] - 3s 43ms/step - loss: 136.8896 - mean_squared_error: 136.8896 - val_loss: 68.3001 - val_mean_squared_error: 68.3001
Epoch 17/30
81/81 [==============================] - 3s 43ms/step - loss: 124.0559 - mean_squared_error: 124.0559 - val_loss: 42.5996 - val_mean_squared_error: 42.5996
Epoch 18/30
81/81 [==============================] - 3s 43ms/step - loss: 109.7210 - mean_squared_error: 109.7210 - val_loss: 45.3310 - val_mean_squared_error: 45.3310
Epoch 19/30
81/81 [==============================] - 3s 43ms/step - loss: 112.3802 - mean_squared_error: 112.3802 - val_loss: 56.3287 - val_mean_squared_error: 56.3287
Epoch 20/30
81/81 [==============================] - 3s 43ms/step - loss: 88.9221 - mean_squared_error: 88.9221 - val_loss: 101.1955 - val_mean_squared_error: 101.1955
Epoch 21/30
81/81 [==============================] - 3s 43ms/step - loss: 93.9670 - mean_squared_error: 93.9670 - val_loss: 58.9908 - val_mean_squared_error: 58.9908
Epoch 22/30
81/81 [==============================] - 3s 43ms/step - loss: 81.4119 - mean_squared_error: 81.4119 - val_loss: 200.5418 - val_mean_squared_error: 200.5418
Epoch 23/30
81/81 [==============================] - 3s 43ms/step - loss: 87.5225 - mean_squared_error: 87.5225 - val_loss: 81.7874 - val_mean_squared_error: 81.7874
Epoch 24/30
81/81 [==============================] - 3s 43ms/step - loss: 84.6520 - mean_squared_error: 84.6520 - val_loss: 208.5905 - val_mean_squared_error: 208.5905
Epoch 25/30
81/81 [==============================] - 3s 42ms/step - loss: 74.6506 - mean_squared_error: 74.6506 - val_loss: 54.7892 - val_mean_squared_error: 54.7892
Epoch 26/30
81/81 [==============================] - 3s 43ms/step - loss: 65.1024 - mean_squared_error: 65.1024 - val_loss: 387.2299 - val_mean_squared_error: 387.2299
Epoch 27/30
81/81 [==============================] - 3s 43ms/step - loss: 67.2104 - mean_squared_error: 67.2104 - val_loss: 69.0198 - val_mean_squared_error: 69.0198
Epoch 28/30
81/81 [==============================] - 3s 43ms/step - loss: 69.4507 - mean_squared_error: 69.4507 - val_loss: 39.1192 - val_mean_squared_error: 39.1192
Epoch 29/30
81/81 [==============================] - 3s 43ms/step - loss: 66.1130 - mean_squared_error: 66.1130 - val_loss: 67.9493 - val_mean_squared_error: 67.9493
Epoch 30/30
81/81 [==============================] - 3s 43ms/step - loss: 65.5150 - mean_squared_error: 65.5150 - val_loss: 105.0357 - val_mean_squared_error: 105.0357
2022-12-10 13:17:50.956996: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:17:51.096844: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:17:51.276797: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:17:51.462033: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.19041704 0.15281651 0.44309554 ... 0.         0.         0.        ]
 [0.18030169 0.18600112 0.44272007 ... 0.         0.         0.        ]
 ...
 [0.07808341 0.07933631 0.74735086 ... 0.         0.         0.        ]
 [0.0743567  0.07306191 0.76512307 ... 0.         0.         0.        ]
 [0.07488909 0.08951478 0.76583229 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 13:17:53.468628: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:17:53.991253: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:17:54.266223: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:17:54.558184: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:17:55.163810: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:17:55.667786: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:17:56.219470: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4779.3706 - mean_squared_error: 4779.3706
2022-12-10 13:18:05.624265: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:18:05.772534: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:18:05.957344: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:18:06.145227: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 15s 134ms/step - loss: 4779.3706 - mean_squared_error: 4779.3706 - val_loss: 561.7388 - val_mean_squared_error: 561.7388
Epoch 2/30
81/81 [==============================] - 4s 51ms/step - loss: 2510.8826 - mean_squared_error: 2510.8826 - val_loss: 27.1247 - val_mean_squared_error: 27.1247
Epoch 3/30
81/81 [==============================] - 4s 49ms/step - loss: 1240.4244 - mean_squared_error: 1240.4244 - val_loss: 35.0146 - val_mean_squared_error: 35.0146
Epoch 4/30
81/81 [==============================] - 4s 47ms/step - loss: 1145.2474 - mean_squared_error: 1145.2474 - val_loss: 40.8125 - val_mean_squared_error: 40.8124
Epoch 5/30
81/81 [==============================] - 4s 47ms/step - loss: 1105.8994 - mean_squared_error: 1105.8994 - val_loss: 25.1584 - val_mean_squared_error: 25.1584
Epoch 6/30
81/81 [==============================] - 4s 46ms/step - loss: 1092.9872 - mean_squared_error: 1092.9872 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 7/30
81/81 [==============================] - 4s 47ms/step - loss: 1026.1246 - mean_squared_error: 1026.1246 - val_loss: 212.9587 - val_mean_squared_error: 212.9587
Epoch 8/30
81/81 [==============================] - 4s 46ms/step - loss: 802.0801 - mean_squared_error: 802.0801 - val_loss: 94.8977 - val_mean_squared_error: 94.8977
Epoch 9/30
81/81 [==============================] - 4s 47ms/step - loss: 766.1075 - mean_squared_error: 766.1075 - val_loss: 64.9486 - val_mean_squared_error: 64.9486
Epoch 10/30
81/81 [==============================] - 4s 46ms/step - loss: 756.1987 - mean_squared_error: 756.1987 - val_loss: 67.1624 - val_mean_squared_error: 67.1624
Epoch 11/30
81/81 [==============================] - 4s 45ms/step - loss: 741.1151 - mean_squared_error: 741.1151 - val_loss: 118.0665 - val_mean_squared_error: 118.0665
Epoch 12/30
81/81 [==============================] - 4s 46ms/step - loss: 704.4659 - mean_squared_error: 704.4659 - val_loss: 101.8186 - val_mean_squared_error: 101.8186
Epoch 13/30
81/81 [==============================] - 4s 46ms/step - loss: 741.0448 - mean_squared_error: 741.0448 - val_loss: 69.6596 - val_mean_squared_error: 69.6596
Epoch 14/30
81/81 [==============================] - 4s 45ms/step - loss: 585.0930 - mean_squared_error: 585.0930 - val_loss: 11258.4355 - val_mean_squared_error: 11258.4355
Epoch 15/30
81/81 [==============================] - 4s 45ms/step - loss: 174.0022 - mean_squared_error: 174.0022 - val_loss: 2957.3276 - val_mean_squared_error: 2957.3276
Epoch 16/30
81/81 [==============================] - 4s 46ms/step - loss: 166.7583 - mean_squared_error: 166.7583 - val_loss: 1019.5272 - val_mean_squared_error: 1019.5272
Epoch 17/30
81/81 [==============================] - 4s 45ms/step - loss: 147.1149 - mean_squared_error: 147.1149 - val_loss: 45.5953 - val_mean_squared_error: 45.5953
Epoch 18/30
81/81 [==============================] - 4s 46ms/step - loss: 132.9886 - mean_squared_error: 132.9886 - val_loss: 54.6681 - val_mean_squared_error: 54.6681
Epoch 19/30
81/81 [==============================] - 4s 49ms/step - loss: 110.7192 - mean_squared_error: 110.7192 - val_loss: 93.2177 - val_mean_squared_error: 93.2177
Epoch 20/30
81/81 [==============================] - 4s 46ms/step - loss: 103.1163 - mean_squared_error: 103.1163 - val_loss: 152.1057 - val_mean_squared_error: 152.1057
Epoch 21/30
81/81 [==============================] - 4s 46ms/step - loss: 96.5424 - mean_squared_error: 96.5424 - val_loss: 84.5403 - val_mean_squared_error: 84.5403
Epoch 22/30
81/81 [==============================] - 4s 45ms/step - loss: 96.3658 - mean_squared_error: 96.3658 - val_loss: 86.1956 - val_mean_squared_error: 86.1955
Epoch 23/30
81/81 [==============================] - 4s 46ms/step - loss: 92.1308 - mean_squared_error: 92.1308 - val_loss: 178.5996 - val_mean_squared_error: 178.5995
Epoch 24/30
81/81 [==============================] - 4s 46ms/step - loss: 90.9144 - mean_squared_error: 90.9144 - val_loss: 80.9328 - val_mean_squared_error: 80.9328
Epoch 25/30
81/81 [==============================] - 4s 45ms/step - loss: 78.8227 - mean_squared_error: 78.8227 - val_loss: 76.5184 - val_mean_squared_error: 76.5184
Epoch 26/30
81/81 [==============================] - 4s 46ms/step - loss: 74.6680 - mean_squared_error: 74.6680 - val_loss: 143.1144 - val_mean_squared_error: 143.1144
Epoch 27/30
81/81 [==============================] - 4s 46ms/step - loss: 79.0222 - mean_squared_error: 79.0222 - val_loss: 66.3906 - val_mean_squared_error: 66.3906
Epoch 28/30
81/81 [==============================] - 4s 46ms/step - loss: 76.1089 - mean_squared_error: 76.1089 - val_loss: 57.6095 - val_mean_squared_error: 57.6095
Epoch 29/30
81/81 [==============================] - 4s 46ms/step - loss: 75.4645 - mean_squared_error: 75.4645 - val_loss: 286.9618 - val_mean_squared_error: 286.9618
Epoch 30/30
81/81 [==============================] - 4s 46ms/step - loss: 76.2461 - mean_squared_error: 76.2461 - val_loss: 30.8165 - val_mean_squared_error: 30.8165
2022-12-10 13:19:56.268830: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:19:56.418957: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:19:56.608969: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:19:56.810112: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 35)
(286, 35)
Epoch 1/30
2022-12-10 13:19:59.937190: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:20:00.440216: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:20:00.709630: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:20:00.995758: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:20:01.560185: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:20:02.026349: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:20:02.491070: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4794.6787 - mean_squared_error: 4794.6787
2022-12-10 13:20:11.620326: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:20:11.782080: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:20:11.953239: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:20:12.133355: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 14s 128ms/step - loss: 4794.6787 - mean_squared_error: 4794.6787 - val_loss: 550.6808 - val_mean_squared_error: 550.6808
Epoch 2/30
81/81 [==============================] - 4s 51ms/step - loss: 2480.5327 - mean_squared_error: 2480.5327 - val_loss: 202.0954 - val_mean_squared_error: 202.0954
Epoch 3/30
81/81 [==============================] - 4s 46ms/step - loss: 1647.9381 - mean_squared_error: 1647.9381 - val_loss: 1062.5071 - val_mean_squared_error: 1062.5071
Epoch 4/30
81/81 [==============================] - 4s 44ms/step - loss: 1311.6722 - mean_squared_error: 1311.6722 - val_loss: 1583.8374 - val_mean_squared_error: 1583.8374
Epoch 5/30
81/81 [==============================] - 4s 44ms/step - loss: 740.6404 - mean_squared_error: 740.6404 - val_loss: 1584.7961 - val_mean_squared_error: 1584.7961
Epoch 6/30
81/81 [==============================] - 4s 43ms/step - loss: 503.6522 - mean_squared_error: 503.6522 - val_loss: 581.7137 - val_mean_squared_error: 581.7137
Epoch 7/30
81/81 [==============================] - 4s 44ms/step - loss: 320.1419 - mean_squared_error: 320.1419 - val_loss: 2525.7947 - val_mean_squared_error: 2525.7947
Epoch 8/30
81/81 [==============================] - 4s 43ms/step - loss: 161.3206 - mean_squared_error: 161.3206 - val_loss: 1439.3533 - val_mean_squared_error: 1439.3531
Epoch 9/30
81/81 [==============================] - 4s 43ms/step - loss: 103.5971 - mean_squared_error: 103.5971 - val_loss: 110.0285 - val_mean_squared_error: 110.0285
Epoch 10/30
81/81 [==============================] - 3s 43ms/step - loss: 105.1685 - mean_squared_error: 105.1685 - val_loss: 104.0955 - val_mean_squared_error: 104.0955
Epoch 11/30
81/81 [==============================] - 4s 43ms/step - loss: 76.2274 - mean_squared_error: 76.2274 - val_loss: 97.5705 - val_mean_squared_error: 97.5705
Epoch 12/30
81/81 [==============================] - 3s 42ms/step - loss: 73.2302 - mean_squared_error: 73.2302 - val_loss: 168.9383 - val_mean_squared_error: 168.9383
Epoch 13/30
81/81 [==============================] - 3s 43ms/step - loss: 76.9636 - mean_squared_error: 76.9636 - val_loss: 26.0536 - val_mean_squared_error: 26.0536
Epoch 14/30
81/81 [==============================] - 3s 42ms/step - loss: 68.5011 - mean_squared_error: 68.5011 - val_loss: 120.3574 - val_mean_squared_error: 120.3574
Epoch 15/30
81/81 [==============================] - 3s 42ms/step - loss: 65.0660 - mean_squared_error: 65.0660 - val_loss: 46.0468 - val_mean_squared_error: 46.0468
Epoch 16/30
81/81 [==============================] - 3s 43ms/step - loss: 56.2480 - mean_squared_error: 56.2480 - val_loss: 111.9048 - val_mean_squared_error: 111.9048
Epoch 17/30
81/81 [==============================] - 3s 43ms/step - loss: 61.9481 - mean_squared_error: 61.9481 - val_loss: 30.9779 - val_mean_squared_error: 30.9779
Epoch 18/30
81/81 [==============================] - 3s 42ms/step - loss: 58.1429 - mean_squared_error: 58.1429 - val_loss: 59.4808 - val_mean_squared_error: 59.4808
Epoch 19/30
81/81 [==============================] - 3s 43ms/step - loss: 58.2945 - mean_squared_error: 58.2945 - val_loss: 27.7280 - val_mean_squared_error: 27.7280
Epoch 20/30
81/81 [==============================] - 3s 42ms/step - loss: 55.7851 - mean_squared_error: 55.7851 - val_loss: 82.5956 - val_mean_squared_error: 82.5956
Epoch 21/30
81/81 [==============================] - 3s 42ms/step - loss: 52.4210 - mean_squared_error: 52.4210 - val_loss: 25.1386 - val_mean_squared_error: 25.1386
Epoch 22/30
81/81 [==============================] - 3s 42ms/step - loss: 51.5118 - mean_squared_error: 51.5118 - val_loss: 54.4768 - val_mean_squared_error: 54.4768
Epoch 23/30
81/81 [==============================] - 3s 42ms/step - loss: 51.6836 - mean_squared_error: 51.6836 - val_loss: 50.3062 - val_mean_squared_error: 50.3062
Epoch 24/30
81/81 [==============================] - 3s 43ms/step - loss: 45.4156 - mean_squared_error: 45.4156 - val_loss: 18.6732 - val_mean_squared_error: 18.6732
Epoch 25/30
81/81 [==============================] - 3s 42ms/step - loss: 49.7647 - mean_squared_error: 49.7647 - val_loss: 81.3151 - val_mean_squared_error: 81.3151
Epoch 26/30
81/81 [==============================] - 3s 43ms/step - loss: 52.7922 - mean_squared_error: 52.7922 - val_loss: 26.9152 - val_mean_squared_error: 26.9152
Epoch 27/30
81/81 [==============================] - 3s 42ms/step - loss: 52.6498 - mean_squared_error: 52.6498 - val_loss: 34.9201 - val_mean_squared_error: 34.9201
Epoch 28/30
81/81 [==============================] - 3s 42ms/step - loss: 53.7953 - mean_squared_error: 53.7953 - val_loss: 33.1265 - val_mean_squared_error: 33.1265
Epoch 29/30
81/81 [==============================] - 3s 42ms/step - loss: 49.0425 - mean_squared_error: 49.0425 - val_loss: 14.5129 - val_mean_squared_error: 14.5129
Epoch 30/30
81/81 [==============================] - 3s 42ms/step - loss: 45.4141 - mean_squared_error: 45.4141 - val_loss: 105.1596 - val_mean_squared_error: 105.1596
2022-12-10 13:21:54.658764: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:21:54.808033: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:21:54.992109: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:21:55.177027: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.025846369355907516
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 48)
(286, 48)
Epoch 1/30
2022-12-10 13:21:58.184083: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:21:58.675157: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:21:58.945797: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:21:59.243538: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:21:59.830475: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:22:00.331088: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:22:00.819687: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4868.7891 - mean_squared_error: 4868.7891
2022-12-10 13:22:10.671042: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:22:10.822467: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:22:10.997122: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:22:11.181829: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 15s 141ms/step - loss: 4868.7891 - mean_squared_error: 4868.7891 - val_loss: 1830.5436 - val_mean_squared_error: 1830.5436
Epoch 2/30
81/81 [==============================] - 4s 54ms/step - loss: 2849.0803 - mean_squared_error: 2849.0803 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 5s 56ms/step - loss: 2590.5356 - mean_squared_error: 2590.5356 - val_loss: 21.2486 - val_mean_squared_error: 21.2486
Epoch 4/30
81/81 [==============================] - 4s 51ms/step - loss: 1805.1299 - mean_squared_error: 1805.1299 - val_loss: 2765.1050 - val_mean_squared_error: 2765.1050
Epoch 5/30
81/81 [==============================] - 4s 53ms/step - loss: 1136.8658 - mean_squared_error: 1136.8658 - val_loss: 1302.3254 - val_mean_squared_error: 1302.3254
Epoch 6/30
81/81 [==============================] - 4s 52ms/step - loss: 975.7357 - mean_squared_error: 975.7357 - val_loss: 764.2543 - val_mean_squared_error: 764.2543
Epoch 7/30
81/81 [==============================] - 4s 52ms/step - loss: 619.0704 - mean_squared_error: 619.0704 - val_loss: 144.3778 - val_mean_squared_error: 144.3778
Epoch 8/30
81/81 [==============================] - 4s 51ms/step - loss: 356.6866 - mean_squared_error: 356.6866 - val_loss: 417.2415 - val_mean_squared_error: 417.2415
Epoch 9/30
81/81 [==============================] - 4s 50ms/step - loss: 298.1653 - mean_squared_error: 298.1653 - val_loss: 173.2168 - val_mean_squared_error: 173.2168
Epoch 10/30
81/81 [==============================] - 4s 51ms/step - loss: 295.2046 - mean_squared_error: 295.2046 - val_loss: 13.4663 - val_mean_squared_error: 13.4663
Epoch 11/30
81/81 [==============================] - 4s 51ms/step - loss: 239.4575 - mean_squared_error: 239.4575 - val_loss: 44.9067 - val_mean_squared_error: 44.9067
Epoch 12/30
81/81 [==============================] - 4s 51ms/step - loss: 268.0509 - mean_squared_error: 268.0509 - val_loss: 68.9018 - val_mean_squared_error: 68.9018
Epoch 13/30
81/81 [==============================] - 4s 51ms/step - loss: 252.5297 - mean_squared_error: 252.5297 - val_loss: 13.5792 - val_mean_squared_error: 13.5792
Epoch 14/30
81/81 [==============================] - 4s 50ms/step - loss: 241.1850 - mean_squared_error: 241.1850 - val_loss: 29.4860 - val_mean_squared_error: 29.4860
Epoch 15/30
81/81 [==============================] - 4s 50ms/step - loss: 238.0634 - mean_squared_error: 238.0634 - val_loss: 13.5918 - val_mean_squared_error: 13.5918
Epoch 16/30
81/81 [==============================] - 4s 50ms/step - loss: 232.5228 - mean_squared_error: 232.5228 - val_loss: 81.3163 - val_mean_squared_error: 81.3163
Epoch 17/30
81/81 [==============================] - 4s 50ms/step - loss: 250.4000 - mean_squared_error: 250.4000 - val_loss: 150.6816 - val_mean_squared_error: 150.6816
Epoch 18/30
81/81 [==============================] - 4s 50ms/step - loss: 252.3619 - mean_squared_error: 252.3619 - val_loss: 293.0928 - val_mean_squared_error: 293.0928
Epoch 19/30
81/81 [==============================] - 4s 50ms/step - loss: 240.7107 - mean_squared_error: 240.7107 - val_loss: 84.3099 - val_mean_squared_error: 84.3099
Epoch 20/30
81/81 [==============================] - 4s 50ms/step - loss: 242.5985 - mean_squared_error: 242.5985 - val_loss: 77.3614 - val_mean_squared_error: 77.3614
Epoch 21/30
81/81 [==============================] - 5s 58ms/step - loss: 230.6453 - mean_squared_error: 230.6453 - val_loss: 86.4864 - val_mean_squared_error: 86.4864
Epoch 22/30
81/81 [==============================] - 4s 50ms/step - loss: 264.3046 - mean_squared_error: 264.3046 - val_loss: 117.9937 - val_mean_squared_error: 117.9937
Epoch 23/30
81/81 [==============================] - 4s 50ms/step - loss: 253.8865 - mean_squared_error: 253.8865 - val_loss: 57.0008 - val_mean_squared_error: 57.0008
Epoch 24/30
81/81 [==============================] - 4s 50ms/step - loss: 246.9410 - mean_squared_error: 246.9410 - val_loss: 56.2428 - val_mean_squared_error: 56.2428
Epoch 25/30
81/81 [==============================] - 4s 50ms/step - loss: 227.3920 - mean_squared_error: 227.3920 - val_loss: 119.3697 - val_mean_squared_error: 119.3697
Epoch 26/30
81/81 [==============================] - 4s 50ms/step - loss: 241.6607 - mean_squared_error: 241.6607 - val_loss: 16.3128 - val_mean_squared_error: 16.3128
Epoch 27/30
81/81 [==============================] - 4s 52ms/step - loss: 254.1526 - mean_squared_error: 254.1526 - val_loss: 12.7065 - val_mean_squared_error: 12.7065
Epoch 28/30
81/81 [==============================] - 4s 50ms/step - loss: 231.9984 - mean_squared_error: 231.9984 - val_loss: 66.5205 - val_mean_squared_error: 66.5205
Epoch 29/30
81/81 [==============================] - 4s 50ms/step - loss: 224.8940 - mean_squared_error: 224.8940 - val_loss: 48.9344 - val_mean_squared_error: 48.9344
Epoch 30/30
81/81 [==============================] - 4s 50ms/step - loss: 225.3900 - mean_squared_error: 225.3900 - val_loss: 141.4957 - val_mean_squared_error: 141.4957
2022-12-10 13:24:12.766686: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:24:12.895137: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:24:13.093501: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:24:13.293323: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.19041704 0.15281651 0.44309554 ... 0.         0.         0.        ]
 [0.18030169 0.18600112 0.44272007 ... 0.         0.         0.        ]
 ...
 [0.07808341 0.07933631 0.74735086 ... 0.         0.         0.        ]
 [0.0743567  0.07306191 0.76512307 ... 0.         0.         0.        ]
 [0.07488909 0.08951478 0.76583229 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 13:24:15.465359: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:24:15.971735: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:24:16.252551: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:24:16.555150: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:24:17.160197: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:24:17.677681: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:24:18.185668: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4847.3813 - mean_squared_error: 4847.3813
2022-12-10 13:24:27.723692: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:24:27.888018: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:24:28.068405: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:24:28.260677: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 15s 136ms/step - loss: 4847.3813 - mean_squared_error: 4847.3813 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 4s 49ms/step - loss: 2729.2339 - mean_squared_error: 2729.2339 - val_loss: 18.4008 - val_mean_squared_error: 18.4008
Epoch 3/30
81/81 [==============================] - 4s 49ms/step - loss: 1335.6893 - mean_squared_error: 1335.6893 - val_loss: 419.2883 - val_mean_squared_error: 419.2883
Epoch 4/30
81/81 [==============================] - 4s 49ms/step - loss: 942.4977 - mean_squared_error: 942.4977 - val_loss: 339.6254 - val_mean_squared_error: 339.6254
Epoch 5/30
81/81 [==============================] - 4s 48ms/step - loss: 836.3507 - mean_squared_error: 836.3507 - val_loss: 728.3634 - val_mean_squared_error: 728.3633
Epoch 6/30
81/81 [==============================] - 4s 46ms/step - loss: 636.1467 - mean_squared_error: 636.1467 - val_loss: 762.0539 - val_mean_squared_error: 762.0539
Epoch 7/30
81/81 [==============================] - 4s 47ms/step - loss: 589.1528 - mean_squared_error: 589.1528 - val_loss: 548.4171 - val_mean_squared_error: 548.4171
Epoch 8/30
81/81 [==============================] - 4s 46ms/step - loss: 603.9283 - mean_squared_error: 603.9283 - val_loss: 85.9610 - val_mean_squared_error: 85.9610
Epoch 9/30
81/81 [==============================] - 4s 46ms/step - loss: 506.1153 - mean_squared_error: 506.1153 - val_loss: 172.3849 - val_mean_squared_error: 172.3848
Epoch 10/30
81/81 [==============================] - 4s 45ms/step - loss: 547.8350 - mean_squared_error: 547.8350 - val_loss: 30.5826 - val_mean_squared_error: 30.5826
Epoch 11/30
81/81 [==============================] - 4s 45ms/step - loss: 506.5263 - mean_squared_error: 506.5263 - val_loss: 224.9989 - val_mean_squared_error: 224.9989
Epoch 12/30
81/81 [==============================] - 4s 46ms/step - loss: 487.4888 - mean_squared_error: 487.4888 - val_loss: 149.5960 - val_mean_squared_error: 149.5960
Epoch 13/30
81/81 [==============================] - 4s 46ms/step - loss: 494.5532 - mean_squared_error: 494.5532 - val_loss: 211.8511 - val_mean_squared_error: 211.8511
Epoch 14/30
81/81 [==============================] - 4s 45ms/step - loss: 445.8969 - mean_squared_error: 445.8969 - val_loss: 142.7440 - val_mean_squared_error: 142.7440
Epoch 15/30
81/81 [==============================] - 4s 46ms/step - loss: 496.2988 - mean_squared_error: 496.2988 - val_loss: 61.6680 - val_mean_squared_error: 61.6680
Epoch 16/30
81/81 [==============================] - 4s 46ms/step - loss: 474.0493 - mean_squared_error: 474.0493 - val_loss: 198.5838 - val_mean_squared_error: 198.5838
Epoch 17/30
81/81 [==============================] - 4s 45ms/step - loss: 422.8275 - mean_squared_error: 422.8275 - val_loss: 122.5868 - val_mean_squared_error: 122.5868
Epoch 18/30
81/81 [==============================] - 4s 46ms/step - loss: 460.3988 - mean_squared_error: 460.3988 - val_loss: 68.6711 - val_mean_squared_error: 68.6711
Epoch 19/30
81/81 [==============================] - 4s 45ms/step - loss: 460.9133 - mean_squared_error: 460.9133 - val_loss: 69.7941 - val_mean_squared_error: 69.7941
Epoch 20/30
81/81 [==============================] - 4s 45ms/step - loss: 462.1083 - mean_squared_error: 462.1083 - val_loss: 88.7303 - val_mean_squared_error: 88.7303
Epoch 21/30
81/81 [==============================] - 4s 46ms/step - loss: 430.8394 - mean_squared_error: 430.8394 - val_loss: 406.4728 - val_mean_squared_error: 406.4728
Epoch 22/30
81/81 [==============================] - 4s 45ms/step - loss: 465.0698 - mean_squared_error: 465.0698 - val_loss: 111.0375 - val_mean_squared_error: 111.0375
Epoch 23/30
81/81 [==============================] - 6s 71ms/step - loss: 482.3175 - mean_squared_error: 482.3175 - val_loss: 270.4674 - val_mean_squared_error: 270.4673
Epoch 24/30
81/81 [==============================] - 4s 46ms/step - loss: 418.9916 - mean_squared_error: 418.9916 - val_loss: 67.7716 - val_mean_squared_error: 67.7716
Epoch 25/30
81/81 [==============================] - 4s 45ms/step - loss: 414.6240 - mean_squared_error: 414.6240 - val_loss: 185.4027 - val_mean_squared_error: 185.4027
Epoch 26/30
81/81 [==============================] - 4s 52ms/step - loss: 443.8524 - mean_squared_error: 443.8524 - val_loss: 222.0938 - val_mean_squared_error: 222.0938
Epoch 27/30
81/81 [==============================] - 4s 46ms/step - loss: 444.1686 - mean_squared_error: 444.1686 - val_loss: 458.3568 - val_mean_squared_error: 458.3568
Epoch 28/30
81/81 [==============================] - 4s 46ms/step - loss: 419.6374 - mean_squared_error: 419.6374 - val_loss: 149.6611 - val_mean_squared_error: 149.6611
Epoch 29/30
81/81 [==============================] - 4s 45ms/step - loss: 441.7693 - mean_squared_error: 441.7693 - val_loss: 375.2267 - val_mean_squared_error: 375.2267
Epoch 30/30
81/81 [==============================] - 4s 45ms/step - loss: 472.1973 - mean_squared_error: 472.1973 - val_loss: 206.0804 - val_mean_squared_error: 206.0804
2022-12-10 13:26:21.109054: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:26:21.270915: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:26:21.469931: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:26:21.680748: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 37)
(286, 37)
Epoch 1/30
2022-12-10 13:26:23.736525: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:26:24.225613: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:26:24.499406: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:26:24.798710: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:26:25.389326: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:26:25.878140: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:26:26.365948: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4743.2905 - mean_squared_error: 4743.2905
2022-12-10 13:26:36.273718: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:26:36.440817: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:26:36.631834: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:26:36.829343: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 15s 140ms/step - loss: 4743.2905 - mean_squared_error: 4743.2905 - val_loss: 533.5143 - val_mean_squared_error: 533.5143
Epoch 2/30
81/81 [==============================] - 4s 52ms/step - loss: 2440.7190 - mean_squared_error: 2440.7190 - val_loss: 75.2043 - val_mean_squared_error: 75.2043
Epoch 3/30
81/81 [==============================] - 4s 45ms/step - loss: 1257.1709 - mean_squared_error: 1257.1709 - val_loss: 578.2879 - val_mean_squared_error: 578.2879
Epoch 4/30
81/81 [==============================] - 4s 46ms/step - loss: 1006.6040 - mean_squared_error: 1006.6040 - val_loss: 523.8809 - val_mean_squared_error: 523.8809
Epoch 5/30
81/81 [==============================] - 4s 44ms/step - loss: 770.0678 - mean_squared_error: 770.0678 - val_loss: 306.0718 - val_mean_squared_error: 306.0718
Epoch 6/30
81/81 [==============================] - 4s 46ms/step - loss: 712.5061 - mean_squared_error: 712.5061 - val_loss: 674.7773 - val_mean_squared_error: 674.7773
Epoch 7/30
81/81 [==============================] - 4s 45ms/step - loss: 725.1099 - mean_squared_error: 725.1099 - val_loss: 1369.0547 - val_mean_squared_error: 1369.0547
Epoch 8/30
81/81 [==============================] - 4s 44ms/step - loss: 669.2587 - mean_squared_error: 669.2587 - val_loss: 39.1752 - val_mean_squared_error: 39.1752
Epoch 9/30
81/81 [==============================] - 4s 46ms/step - loss: 624.5632 - mean_squared_error: 624.5632 - val_loss: 1460.5245 - val_mean_squared_error: 1460.5245
Epoch 10/30
81/81 [==============================] - 4s 45ms/step - loss: 492.2452 - mean_squared_error: 492.2452 - val_loss: 119.6511 - val_mean_squared_error: 119.6511
Epoch 11/30
81/81 [==============================] - 4s 44ms/step - loss: 510.6311 - mean_squared_error: 510.6311 - val_loss: 1994.5885 - val_mean_squared_error: 1994.5885
Epoch 12/30
81/81 [==============================] - 4s 44ms/step - loss: 472.2374 - mean_squared_error: 472.2374 - val_loss: 91.4560 - val_mean_squared_error: 91.4560
Epoch 13/30
81/81 [==============================] - 4s 45ms/step - loss: 454.5932 - mean_squared_error: 454.5932 - val_loss: 76.0960 - val_mean_squared_error: 76.0960
Epoch 14/30
81/81 [==============================] - 4s 44ms/step - loss: 443.0425 - mean_squared_error: 443.0425 - val_loss: 100.4348 - val_mean_squared_error: 100.4348
Epoch 15/30
81/81 [==============================] - 4s 43ms/step - loss: 452.1753 - mean_squared_error: 452.1753 - val_loss: 114.8378 - val_mean_squared_error: 114.8378
Epoch 16/30
81/81 [==============================] - 4s 47ms/step - loss: 462.7077 - mean_squared_error: 462.7077 - val_loss: 128.5236 - val_mean_squared_error: 128.5236
Epoch 17/30
81/81 [==============================] - 4s 44ms/step - loss: 444.9966 - mean_squared_error: 444.9966 - val_loss: 344.7688 - val_mean_squared_error: 344.7688
Epoch 18/30
81/81 [==============================] - 4s 44ms/step - loss: 589.1005 - mean_squared_error: 589.1005 - val_loss: 3393.4021 - val_mean_squared_error: 3393.4019
Epoch 19/30
81/81 [==============================] - 3s 43ms/step - loss: 425.0105 - mean_squared_error: 425.0105 - val_loss: 40.4749 - val_mean_squared_error: 40.4749
Epoch 20/30
81/81 [==============================] - 4s 44ms/step - loss: 478.4728 - mean_squared_error: 478.4728 - val_loss: 27.5818 - val_mean_squared_error: 27.5818
Epoch 21/30
81/81 [==============================] - 4s 45ms/step - loss: 452.2143 - mean_squared_error: 452.2143 - val_loss: 72.0856 - val_mean_squared_error: 72.0856
Epoch 22/30
81/81 [==============================] - 4s 44ms/step - loss: 500.5949 - mean_squared_error: 500.5949 - val_loss: 269.9026 - val_mean_squared_error: 269.9026
Epoch 23/30
81/81 [==============================] - 4s 45ms/step - loss: 467.7736 - mean_squared_error: 467.7736 - val_loss: 15.8181 - val_mean_squared_error: 15.8181
Epoch 24/30
81/81 [==============================] - 4s 45ms/step - loss: 421.4726 - mean_squared_error: 421.4726 - val_loss: 88.9067 - val_mean_squared_error: 88.9067
Epoch 25/30
81/81 [==============================] - 4s 44ms/step - loss: 416.8394 - mean_squared_error: 416.8394 - val_loss: 24.7019 - val_mean_squared_error: 24.7019
Epoch 26/30
81/81 [==============================] - 4s 44ms/step - loss: 438.6571 - mean_squared_error: 438.6571 - val_loss: 248.2057 - val_mean_squared_error: 248.2057
Epoch 27/30
81/81 [==============================] - 4s 44ms/step - loss: 413.0488 - mean_squared_error: 413.0488 - val_loss: 77.9657 - val_mean_squared_error: 77.9657
Epoch 28/30
81/81 [==============================] - 4s 43ms/step - loss: 461.3365 - mean_squared_error: 461.3365 - val_loss: 16.0791 - val_mean_squared_error: 16.0791
Epoch 29/30
81/81 [==============================] - 4s 43ms/step - loss: 418.3375 - mean_squared_error: 418.3375 - val_loss: 16.6577 - val_mean_squared_error: 16.6577
Epoch 30/30
81/81 [==============================] - 4s 44ms/step - loss: 443.0038 - mean_squared_error: 443.0038 - val_loss: 30.9152 - val_mean_squared_error: 30.9152
2022-12-10 13:28:23.963149: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:28:24.131769: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:28:24.328024: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:28:24.512909: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 13:28:26.575123: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:28:27.071005: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:28:27.362808: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:28:27.668183: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:28:28.265192: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:28:28.767819: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:28:29.263495: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4651.8311 - mean_squared_error: 4651.8311
2022-12-10 13:28:38.677937: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:28:38.849050: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:28:39.023059: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:28:39.209678: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 15s 134ms/step - loss: 4651.8311 - mean_squared_error: 4651.8311 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 4s 48ms/step - loss: 2230.2783 - mean_squared_error: 2230.2783 - val_loss: 36.0430 - val_mean_squared_error: 36.0430
Epoch 3/30
81/81 [==============================] - 4s 48ms/step - loss: 896.4473 - mean_squared_error: 896.4473 - val_loss: 129.7137 - val_mean_squared_error: 129.7137
Epoch 4/30
81/81 [==============================] - 4s 48ms/step - loss: 673.0949 - mean_squared_error: 673.0949 - val_loss: 71.3812 - val_mean_squared_error: 71.3812
Epoch 5/30
81/81 [==============================] - 4s 45ms/step - loss: 1202.3684 - mean_squared_error: 1202.3684 - val_loss: 102.2302 - val_mean_squared_error: 102.2302
Epoch 6/30
81/81 [==============================] - 4s 45ms/step - loss: 338.0452 - mean_squared_error: 338.0452 - val_loss: 93.4352 - val_mean_squared_error: 93.4352
Epoch 7/30
81/81 [==============================] - 4s 45ms/step - loss: 121.1285 - mean_squared_error: 121.1285 - val_loss: 305.1466 - val_mean_squared_error: 305.1466
Epoch 8/30
81/81 [==============================] - 4s 44ms/step - loss: 107.0603 - mean_squared_error: 107.0603 - val_loss: 705.9963 - val_mean_squared_error: 705.9963
Epoch 9/30
81/81 [==============================] - 4s 45ms/step - loss: 99.5157 - mean_squared_error: 99.5157 - val_loss: 492.9749 - val_mean_squared_error: 492.9749
Epoch 10/30
81/81 [==============================] - 4s 44ms/step - loss: 76.4669 - mean_squared_error: 76.4669 - val_loss: 428.9423 - val_mean_squared_error: 428.9423
Epoch 11/30
81/81 [==============================] - 4s 43ms/step - loss: 75.2094 - mean_squared_error: 75.2094 - val_loss: 301.1357 - val_mean_squared_error: 301.1357
Epoch 12/30
81/81 [==============================] - 4s 45ms/step - loss: 77.1253 - mean_squared_error: 77.1253 - val_loss: 234.4165 - val_mean_squared_error: 234.4165
Epoch 13/30
81/81 [==============================] - 4s 43ms/step - loss: 61.8011 - mean_squared_error: 61.8011 - val_loss: 361.5954 - val_mean_squared_error: 361.5954
Epoch 14/30
81/81 [==============================] - 4s 43ms/step - loss: 66.4558 - mean_squared_error: 66.4558 - val_loss: 48.9870 - val_mean_squared_error: 48.9870
Epoch 15/30
81/81 [==============================] - 4s 44ms/step - loss: 63.5166 - mean_squared_error: 63.5166 - val_loss: 260.7729 - val_mean_squared_error: 260.7729
Epoch 16/30
81/81 [==============================] - 4s 44ms/step - loss: 65.6647 - mean_squared_error: 65.6647 - val_loss: 68.9678 - val_mean_squared_error: 68.9678
Epoch 17/30
81/81 [==============================] - 4s 44ms/step - loss: 58.4502 - mean_squared_error: 58.4502 - val_loss: 68.0847 - val_mean_squared_error: 68.0847
Epoch 18/30
81/81 [==============================] - 3s 43ms/step - loss: 58.2658 - mean_squared_error: 58.2658 - val_loss: 178.1871 - val_mean_squared_error: 178.1871
Epoch 19/30
81/81 [==============================] - 4s 45ms/step - loss: 54.7719 - mean_squared_error: 54.7719 - val_loss: 41.5385 - val_mean_squared_error: 41.5385
Epoch 20/30
81/81 [==============================] - 3s 43ms/step - loss: 48.2554 - mean_squared_error: 48.2554 - val_loss: 43.1598 - val_mean_squared_error: 43.1598
Epoch 21/30
81/81 [==============================] - 4s 43ms/step - loss: 58.1508 - mean_squared_error: 58.1508 - val_loss: 66.6998 - val_mean_squared_error: 66.6998
Epoch 22/30
81/81 [==============================] - 4s 43ms/step - loss: 51.2627 - mean_squared_error: 51.2627 - val_loss: 103.6443 - val_mean_squared_error: 103.6443
Epoch 23/30
81/81 [==============================] - 3s 43ms/step - loss: 51.5101 - mean_squared_error: 51.5101 - val_loss: 38.5781 - val_mean_squared_error: 38.5781
Epoch 24/30
81/81 [==============================] - 4s 43ms/step - loss: 46.9142 - mean_squared_error: 46.9142 - val_loss: 36.2022 - val_mean_squared_error: 36.2022
Epoch 25/30
81/81 [==============================] - 3s 43ms/step - loss: 48.4601 - mean_squared_error: 48.4601 - val_loss: 37.7022 - val_mean_squared_error: 37.7022
Epoch 26/30
81/81 [==============================] - 3s 43ms/step - loss: 46.7865 - mean_squared_error: 46.7865 - val_loss: 53.3105 - val_mean_squared_error: 53.3105
Epoch 27/30
81/81 [==============================] - 3s 43ms/step - loss: 47.7614 - mean_squared_error: 47.7614 - val_loss: 34.1043 - val_mean_squared_error: 34.1043
Epoch 28/30
81/81 [==============================] - 4s 44ms/step - loss: 47.1121 - mean_squared_error: 47.1121 - val_loss: 77.9193 - val_mean_squared_error: 77.9193
Epoch 29/30
81/81 [==============================] - 4s 44ms/step - loss: 42.5788 - mean_squared_error: 42.5788 - val_loss: 61.4221 - val_mean_squared_error: 61.4221
Epoch 30/30
81/81 [==============================] - 4s 44ms/step - loss: 53.7250 - mean_squared_error: 53.7250 - val_loss: 53.8092 - val_mean_squared_error: 53.8092
2022-12-10 13:30:24.449056: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:30:24.604096: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:30:24.792138: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:30:24.996445: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 46)
(286, 46)
Epoch 1/30
2022-12-10 13:30:27.106610: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:30:27.664577: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:30:28.038368: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:30:28.353736: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:30:28.999332: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:30:29.578257: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:30:30.123976: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4832.5684 - mean_squared_error: 4832.5684
2022-12-10 13:30:40.435346: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:30:40.586750: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:30:40.812325: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:30:41.016790: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 16s 147ms/step - loss: 4832.5684 - mean_squared_error: 4832.5684 - val_loss: 595.1056 - val_mean_squared_error: 595.1056
Epoch 2/30
81/81 [==============================] - 4s 55ms/step - loss: 2360.3889 - mean_squared_error: 2360.3889 - val_loss: 111.4694 - val_mean_squared_error: 111.4694
Epoch 3/30
81/81 [==============================] - 4s 53ms/step - loss: 1612.8392 - mean_squared_error: 1612.8392 - val_loss: 46.5583 - val_mean_squared_error: 46.5583
Epoch 4/30
81/81 [==============================] - 4s 51ms/step - loss: 901.0070 - mean_squared_error: 901.0070 - val_loss: 232.7198 - val_mean_squared_error: 232.7198
Epoch 5/30
81/81 [==============================] - 4s 53ms/step - loss: 811.6033 - mean_squared_error: 811.6033 - val_loss: 252.9207 - val_mean_squared_error: 252.9207
Epoch 6/30
81/81 [==============================] - 4s 51ms/step - loss: 770.1038 - mean_squared_error: 770.1038 - val_loss: 282.3927 - val_mean_squared_error: 282.3927
Epoch 7/30
81/81 [==============================] - 4s 49ms/step - loss: 761.6110 - mean_squared_error: 761.6110 - val_loss: 365.9456 - val_mean_squared_error: 365.9456
Epoch 8/30
81/81 [==============================] - 4s 49ms/step - loss: 766.0157 - mean_squared_error: 766.0157 - val_loss: 363.1046 - val_mean_squared_error: 363.1046
Epoch 9/30
81/81 [==============================] - 4s 49ms/step - loss: 760.5153 - mean_squared_error: 760.5153 - val_loss: 382.1878 - val_mean_squared_error: 382.1878
Epoch 10/30
81/81 [==============================] - 4s 50ms/step - loss: 767.0070 - mean_squared_error: 767.0070 - val_loss: 397.3520 - val_mean_squared_error: 397.3520
Epoch 11/30
81/81 [==============================] - 4s 49ms/step - loss: 765.0225 - mean_squared_error: 765.0225 - val_loss: 480.0671 - val_mean_squared_error: 480.0671
Epoch 12/30
81/81 [==============================] - 4s 49ms/step - loss: 761.7153 - mean_squared_error: 761.7153 - val_loss: 467.3628 - val_mean_squared_error: 467.3628
Epoch 13/30
81/81 [==============================] - 4s 49ms/step - loss: 773.3237 - mean_squared_error: 773.3237 - val_loss: 372.1237 - val_mean_squared_error: 372.1237
Epoch 14/30
81/81 [==============================] - 4s 49ms/step - loss: 756.6371 - mean_squared_error: 756.6371 - val_loss: 412.9540 - val_mean_squared_error: 412.9540
Epoch 15/30
81/81 [==============================] - 4s 51ms/step - loss: 771.5887 - mean_squared_error: 771.5887 - val_loss: 436.5877 - val_mean_squared_error: 436.5877
Epoch 16/30
81/81 [==============================] - 4s 50ms/step - loss: 754.7313 - mean_squared_error: 754.7313 - val_loss: 485.6053 - val_mean_squared_error: 485.6053
Epoch 17/30
81/81 [==============================] - 4s 51ms/step - loss: 761.9039 - mean_squared_error: 761.9039 - val_loss: 393.8402 - val_mean_squared_error: 393.8402
Epoch 18/30
81/81 [==============================] - 4s 49ms/step - loss: 758.9238 - mean_squared_error: 758.9238 - val_loss: 343.7524 - val_mean_squared_error: 343.7524
Epoch 19/30
81/81 [==============================] - 4s 50ms/step - loss: 759.6340 - mean_squared_error: 759.6340 - val_loss: 362.9108 - val_mean_squared_error: 362.9108
Epoch 20/30
81/81 [==============================] - 4s 50ms/step - loss: 759.9443 - mean_squared_error: 759.9443 - val_loss: 387.4845 - val_mean_squared_error: 387.4845
Epoch 21/30
81/81 [==============================] - 4s 52ms/step - loss: 754.9712 - mean_squared_error: 754.9712 - val_loss: 390.8557 - val_mean_squared_error: 390.8557
Epoch 22/30
81/81 [==============================] - 4s 50ms/step - loss: 747.1453 - mean_squared_error: 747.1453 - val_loss: 462.9105 - val_mean_squared_error: 462.9105
Epoch 23/30
81/81 [==============================] - 4s 49ms/step - loss: 749.5596 - mean_squared_error: 749.5596 - val_loss: 436.3537 - val_mean_squared_error: 436.3537
Epoch 24/30
81/81 [==============================] - 4s 49ms/step - loss: 765.7578 - mean_squared_error: 765.7578 - val_loss: 429.0759 - val_mean_squared_error: 429.0759
Epoch 25/30
81/81 [==============================] - 4s 49ms/step - loss: 754.7560 - mean_squared_error: 754.7560 - val_loss: 437.7879 - val_mean_squared_error: 437.7879
Epoch 26/30
81/81 [==============================] - 4s 49ms/step - loss: 756.2233 - mean_squared_error: 756.2233 - val_loss: 509.1786 - val_mean_squared_error: 509.1786
Epoch 27/30
81/81 [==============================] - 4s 48ms/step - loss: 778.3433 - mean_squared_error: 778.3433 - val_loss: 528.7957 - val_mean_squared_error: 528.7957
Epoch 28/30
81/81 [==============================] - 4s 48ms/step - loss: 771.2620 - mean_squared_error: 771.2620 - val_loss: 402.7363 - val_mean_squared_error: 402.7363
Epoch 29/30
81/81 [==============================] - 4s 49ms/step - loss: 766.3459 - mean_squared_error: 766.3459 - val_loss: 436.1084 - val_mean_squared_error: 436.1084
Epoch 30/30
81/81 [==============================] - 4s 48ms/step - loss: 770.8859 - mean_squared_error: 770.8859 - val_loss: 379.3522 - val_mean_squared_error: 379.3522
2022-12-10 13:32:40.101739: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:32:40.253304: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:32:40.451829: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:32:40.657133: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx :  2
best_solution :  [1 1 1 1 1 0 0 1 1 1 0 1 0 1 0 1 0 0 1 0 0 1 0 0 1 1 0 1 0 1 0 0 1 1 0 0 1
 1 0 1 0 1 0 0 0 1 0 0 0 1 1 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 1 1 1 0 0 0 1
 0 0 0 0 1 1 0]
Selected indices :  [ 0  1  2  3  4  7  8  9 11 13 15 18 21 24 25 27 29 32 33 36 37 39 41 45
 49 50 58 59 60 61 62 67 68 69 73 78 79]
Number of selected elements :  37
Best solution fitness :  0.018741498185559983
Generation:  4
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 48)
(286, 48)
Epoch 1/30
2022-12-10 13:32:44.184924: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:32:44.874858: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:32:45.224014: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:32:45.562193: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:32:46.222316: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:32:46.772098: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:32:47.305092: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4888.0112 - mean_squared_error: 4888.0112
2022-12-10 13:32:58.038783: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:32:58.185734: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:32:58.399601: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:32:58.626015: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 18s 153ms/step - loss: 4888.0112 - mean_squared_error: 4888.0112 - val_loss: 815.2944 - val_mean_squared_error: 815.2944
Epoch 2/30
81/81 [==============================] - 5s 58ms/step - loss: 2590.2905 - mean_squared_error: 2590.2905 - val_loss: 31.0443 - val_mean_squared_error: 31.0443
Epoch 3/30
81/81 [==============================] - 4s 53ms/step - loss: 1214.5868 - mean_squared_error: 1214.5868 - val_loss: 876.5178 - val_mean_squared_error: 876.5178
Epoch 4/30
81/81 [==============================] - 4s 55ms/step - loss: 772.0703 - mean_squared_error: 772.0703 - val_loss: 425.2981 - val_mean_squared_error: 425.2981
Epoch 5/30
81/81 [==============================] - 4s 52ms/step - loss: 793.9642 - mean_squared_error: 793.9642 - val_loss: 3160.9299 - val_mean_squared_error: 3160.9299
Epoch 6/30
81/81 [==============================] - 4s 51ms/step - loss: 674.9053 - mean_squared_error: 674.9053 - val_loss: 1472.8496 - val_mean_squared_error: 1472.8496
Epoch 7/30
81/81 [==============================] - 4s 51ms/step - loss: 558.6381 - mean_squared_error: 558.6381 - val_loss: 2626.8840 - val_mean_squared_error: 2626.8840
Epoch 8/30
81/81 [==============================] - 4s 50ms/step - loss: 569.2935 - mean_squared_error: 569.2935 - val_loss: 378.1319 - val_mean_squared_error: 378.1319
Epoch 9/30
81/81 [==============================] - 4s 51ms/step - loss: 350.7689 - mean_squared_error: 350.7689 - val_loss: 42.6101 - val_mean_squared_error: 42.6101
Epoch 10/30
81/81 [==============================] - 4s 51ms/step - loss: 295.8940 - mean_squared_error: 295.8940 - val_loss: 50.4038 - val_mean_squared_error: 50.4038
Epoch 11/30
81/81 [==============================] - 4s 51ms/step - loss: 313.8111 - mean_squared_error: 313.8111 - val_loss: 135.7575 - val_mean_squared_error: 135.7575
Epoch 12/30
81/81 [==============================] - 4s 50ms/step - loss: 275.7039 - mean_squared_error: 275.7039 - val_loss: 15.2724 - val_mean_squared_error: 15.2724
Epoch 13/30
81/81 [==============================] - 4s 50ms/step - loss: 259.2783 - mean_squared_error: 259.2783 - val_loss: 10.5641 - val_mean_squared_error: 10.5641
Epoch 14/30
81/81 [==============================] - 4s 51ms/step - loss: 261.4484 - mean_squared_error: 261.4484 - val_loss: 18.1714 - val_mean_squared_error: 18.1714
Epoch 15/30
81/81 [==============================] - 4s 51ms/step - loss: 259.7805 - mean_squared_error: 259.7805 - val_loss: 17.5531 - val_mean_squared_error: 17.5531
Epoch 16/30
81/81 [==============================] - 4s 51ms/step - loss: 261.4637 - mean_squared_error: 261.4637 - val_loss: 11.1528 - val_mean_squared_error: 11.1528
Epoch 17/30
81/81 [==============================] - 4s 50ms/step - loss: 245.9358 - mean_squared_error: 245.9358 - val_loss: 45.2569 - val_mean_squared_error: 45.2569
Epoch 18/30
81/81 [==============================] - 4s 51ms/step - loss: 270.0550 - mean_squared_error: 270.0550 - val_loss: 81.1744 - val_mean_squared_error: 81.1744
Epoch 19/30
81/81 [==============================] - 4s 51ms/step - loss: 257.8754 - mean_squared_error: 257.8754 - val_loss: 24.9248 - val_mean_squared_error: 24.9248
Epoch 20/30
81/81 [==============================] - 4s 50ms/step - loss: 238.1059 - mean_squared_error: 238.1059 - val_loss: 41.3515 - val_mean_squared_error: 41.3515
Epoch 21/30
81/81 [==============================] - 4s 50ms/step - loss: 263.6771 - mean_squared_error: 263.6771 - val_loss: 89.1479 - val_mean_squared_error: 89.1479
Epoch 22/30
81/81 [==============================] - 4s 51ms/step - loss: 242.7454 - mean_squared_error: 242.7454 - val_loss: 33.2579 - val_mean_squared_error: 33.2579
Epoch 23/30
81/81 [==============================] - 4s 50ms/step - loss: 263.4255 - mean_squared_error: 263.4255 - val_loss: 120.0571 - val_mean_squared_error: 120.0571
Epoch 24/30
81/81 [==============================] - 4s 50ms/step - loss: 263.1907 - mean_squared_error: 263.1907 - val_loss: 52.5151 - val_mean_squared_error: 52.5151
Epoch 25/30
81/81 [==============================] - 4s 50ms/step - loss: 254.1143 - mean_squared_error: 254.1143 - val_loss: 53.5810 - val_mean_squared_error: 53.5810
Epoch 26/30
81/81 [==============================] - 4s 50ms/step - loss: 228.4370 - mean_squared_error: 228.4370 - val_loss: 71.5760 - val_mean_squared_error: 71.5760
Epoch 27/30
81/81 [==============================] - 4s 50ms/step - loss: 248.6700 - mean_squared_error: 248.6700 - val_loss: 68.9993 - val_mean_squared_error: 68.9993
Epoch 28/30
81/81 [==============================] - 4s 50ms/step - loss: 221.7812 - mean_squared_error: 221.7812 - val_loss: 35.5220 - val_mean_squared_error: 35.5220
Epoch 29/30
81/81 [==============================] - 4s 51ms/step - loss: 243.2308 - mean_squared_error: 243.2308 - val_loss: 40.3917 - val_mean_squared_error: 40.3917
Epoch 30/30
81/81 [==============================] - 4s 50ms/step - loss: 249.4645 - mean_squared_error: 249.4645 - val_loss: 129.5120 - val_mean_squared_error: 129.5120
2022-12-10 13:35:00.039096: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:35:00.203572: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:35:00.413010: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:35:00.622332: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.19041704 0.15281651 0.44309554 ... 0.         0.         0.        ]
 [0.18030169 0.18600112 0.44272007 ... 0.         0.         0.        ]
 ...
 [0.07808341 0.07933631 0.74735086 ... 0.         0.         0.        ]
 [0.0743567  0.07306191 0.76512307 ... 0.         0.         0.        ]
 [0.07488909 0.08951478 0.76583229 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 13:35:02.848507: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:35:03.382344: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:35:03.669770: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:35:03.979256: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:35:04.616192: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:35:05.159356: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:35:05.690592: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4856.5894 - mean_squared_error: 4856.5894
2022-12-10 13:35:15.750966: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:35:15.903191: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:35:16.109038: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:35:16.311101: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 16s 144ms/step - loss: 4856.5894 - mean_squared_error: 4856.5894 - val_loss: 590.2963 - val_mean_squared_error: 590.2963
Epoch 2/30
81/81 [==============================] - 4s 52ms/step - loss: 2787.8560 - mean_squared_error: 2787.8560 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 4s 48ms/step - loss: 1493.8385 - mean_squared_error: 1493.8385 - val_loss: 78.2589 - val_mean_squared_error: 78.2589
Epoch 4/30
81/81 [==============================] - 4s 50ms/step - loss: 809.1492 - mean_squared_error: 809.1492 - val_loss: 102.5639 - val_mean_squared_error: 102.5639
Epoch 5/30
81/81 [==============================] - 4s 47ms/step - loss: 785.8979 - mean_squared_error: 785.8979 - val_loss: 326.2654 - val_mean_squared_error: 326.2654
Epoch 6/30
81/81 [==============================] - 4s 46ms/step - loss: 713.7436 - mean_squared_error: 713.7436 - val_loss: 2382.1675 - val_mean_squared_error: 2382.1675
Epoch 7/30
81/81 [==============================] - 4s 47ms/step - loss: 653.6217 - mean_squared_error: 653.6217 - val_loss: 4142.4863 - val_mean_squared_error: 4142.4858
Epoch 8/30
81/81 [==============================] - 4s 46ms/step - loss: 332.9489 - mean_squared_error: 332.9489 - val_loss: 589.3339 - val_mean_squared_error: 589.3339
Epoch 9/30
81/81 [==============================] - 4s 46ms/step - loss: 272.6856 - mean_squared_error: 272.6856 - val_loss: 47.9005 - val_mean_squared_error: 47.9005
Epoch 10/30
81/81 [==============================] - 4s 48ms/step - loss: 106.5209 - mean_squared_error: 106.5209 - val_loss: 137.1245 - val_mean_squared_error: 137.1245
Epoch 11/30
81/81 [==============================] - 4s 46ms/step - loss: 94.6989 - mean_squared_error: 94.6989 - val_loss: 123.2297 - val_mean_squared_error: 123.2297
Epoch 12/30
81/81 [==============================] - 4s 47ms/step - loss: 95.4933 - mean_squared_error: 95.4933 - val_loss: 98.2065 - val_mean_squared_error: 98.2065
Epoch 13/30
81/81 [==============================] - 4s 47ms/step - loss: 79.2131 - mean_squared_error: 79.2131 - val_loss: 52.0145 - val_mean_squared_error: 52.0145
Epoch 14/30
81/81 [==============================] - 4s 47ms/step - loss: 69.0023 - mean_squared_error: 69.0023 - val_loss: 124.9425 - val_mean_squared_error: 124.9425
Epoch 15/30
81/81 [==============================] - 4s 46ms/step - loss: 76.2976 - mean_squared_error: 76.2976 - val_loss: 69.1411 - val_mean_squared_error: 69.1411
Epoch 16/30
81/81 [==============================] - 4s 46ms/step - loss: 67.8994 - mean_squared_error: 67.8994 - val_loss: 57.0472 - val_mean_squared_error: 57.0472
Epoch 17/30
81/81 [==============================] - 4s 46ms/step - loss: 65.2378 - mean_squared_error: 65.2378 - val_loss: 173.4284 - val_mean_squared_error: 173.4284
Epoch 18/30
81/81 [==============================] - 4s 48ms/step - loss: 70.5036 - mean_squared_error: 70.5036 - val_loss: 55.3102 - val_mean_squared_error: 55.3102
Epoch 19/30
81/81 [==============================] - 4s 49ms/step - loss: 64.7806 - mean_squared_error: 64.7806 - val_loss: 79.4821 - val_mean_squared_error: 79.4821
Epoch 20/30
81/81 [==============================] - 4s 49ms/step - loss: 60.1737 - mean_squared_error: 60.1737 - val_loss: 35.3647 - val_mean_squared_error: 35.3647
Epoch 21/30
81/81 [==============================] - 4s 47ms/step - loss: 57.5728 - mean_squared_error: 57.5728 - val_loss: 108.0249 - val_mean_squared_error: 108.0249
Epoch 22/30
81/81 [==============================] - 4s 46ms/step - loss: 57.6249 - mean_squared_error: 57.6249 - val_loss: 27.5796 - val_mean_squared_error: 27.5796
Epoch 23/30
81/81 [==============================] - 4s 46ms/step - loss: 54.3110 - mean_squared_error: 54.3110 - val_loss: 25.8723 - val_mean_squared_error: 25.8723
Epoch 24/30
81/81 [==============================] - 4s 46ms/step - loss: 58.9880 - mean_squared_error: 58.9880 - val_loss: 39.0920 - val_mean_squared_error: 39.0920
Epoch 25/30
81/81 [==============================] - 4s 46ms/step - loss: 57.1481 - mean_squared_error: 57.1481 - val_loss: 549.0421 - val_mean_squared_error: 549.0421
Epoch 26/30
81/81 [==============================] - 4s 46ms/step - loss: 53.8900 - mean_squared_error: 53.8900 - val_loss: 89.3594 - val_mean_squared_error: 89.3594
Epoch 27/30
81/81 [==============================] - 4s 46ms/step - loss: 54.6422 - mean_squared_error: 54.6422 - val_loss: 300.1737 - val_mean_squared_error: 300.1737
Epoch 28/30
81/81 [==============================] - 4s 46ms/step - loss: 52.5463 - mean_squared_error: 52.5463 - val_loss: 28.7376 - val_mean_squared_error: 28.7376
Epoch 29/30
81/81 [==============================] - 4s 47ms/step - loss: 55.2116 - mean_squared_error: 55.2116 - val_loss: 43.8731 - val_mean_squared_error: 43.8731
Epoch 30/30
81/81 [==============================] - 4s 47ms/step - loss: 56.4769 - mean_squared_error: 56.4769 - val_loss: 141.8499 - val_mean_squared_error: 141.8499
2022-12-10 13:37:08.898163: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:37:09.065536: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:37:09.284805: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:37:09.512394: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 37)
(286, 37)
Epoch 1/30
2022-12-10 13:37:11.676338: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:37:12.241093: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:37:12.525234: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:37:12.841383: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:37:13.481291: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:37:14.001538: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:37:14.559799: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4788.9541 - mean_squared_error: 4788.9541
2022-12-10 13:37:24.485877: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:37:24.642400: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:37:24.829288: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:37:25.027386: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 16s 142ms/step - loss: 4788.9541 - mean_squared_error: 4788.9541 - val_loss: 2460.3547 - val_mean_squared_error: 2460.3545
Epoch 2/30
81/81 [==============================] - 4s 49ms/step - loss: 2809.0254 - mean_squared_error: 2809.0254 - val_loss: 255.9858 - val_mean_squared_error: 255.9858
Epoch 3/30
81/81 [==============================] - 4s 47ms/step - loss: 2067.4194 - mean_squared_error: 2067.4194 - val_loss: 748.0648 - val_mean_squared_error: 748.0648
Epoch 4/30
81/81 [==============================] - 4s 48ms/step - loss: 1318.4806 - mean_squared_error: 1318.4806 - val_loss: 54.0040 - val_mean_squared_error: 54.0040
Epoch 5/30
81/81 [==============================] - 4s 45ms/step - loss: 987.8005 - mean_squared_error: 987.8005 - val_loss: 60.2824 - val_mean_squared_error: 60.2824
Epoch 6/30
81/81 [==============================] - 4s 48ms/step - loss: 949.9320 - mean_squared_error: 949.9320 - val_loss: 63.5246 - val_mean_squared_error: 63.5246
Epoch 7/30
81/81 [==============================] - 4s 46ms/step - loss: 922.9882 - mean_squared_error: 922.9882 - val_loss: 628.4513 - val_mean_squared_error: 628.4513
Epoch 8/30
81/81 [==============================] - 4s 46ms/step - loss: 897.7059 - mean_squared_error: 897.7059 - val_loss: 177.0412 - val_mean_squared_error: 177.0412
Epoch 9/30
81/81 [==============================] - 4s 46ms/step - loss: 891.6572 - mean_squared_error: 891.6572 - val_loss: 68.3364 - val_mean_squared_error: 68.3364
Epoch 10/30
81/81 [==============================] - 4s 45ms/step - loss: 879.8902 - mean_squared_error: 879.8902 - val_loss: 76.0661 - val_mean_squared_error: 76.0661
Epoch 11/30
81/81 [==============================] - 4s 46ms/step - loss: 891.2282 - mean_squared_error: 891.2282 - val_loss: 157.0792 - val_mean_squared_error: 157.0792
Epoch 12/30
81/81 [==============================] - 4s 45ms/step - loss: 850.8035 - mean_squared_error: 850.8035 - val_loss: 99.1629 - val_mean_squared_error: 99.1629
Epoch 13/30
81/81 [==============================] - 4s 45ms/step - loss: 822.3148 - mean_squared_error: 822.3148 - val_loss: 100.3728 - val_mean_squared_error: 100.3728
Epoch 14/30
81/81 [==============================] - 4s 45ms/step - loss: 992.3594 - mean_squared_error: 992.3594 - val_loss: 1773.5778 - val_mean_squared_error: 1773.5778
Epoch 15/30
81/81 [==============================] - 4s 45ms/step - loss: 384.9766 - mean_squared_error: 384.9766 - val_loss: 4825.7031 - val_mean_squared_error: 4825.7031
Epoch 16/30
81/81 [==============================] - 4s 45ms/step - loss: 110.5359 - mean_squared_error: 110.5359 - val_loss: 1560.5154 - val_mean_squared_error: 1560.5154
Epoch 17/30
81/81 [==============================] - 4s 45ms/step - loss: 83.7408 - mean_squared_error: 83.7408 - val_loss: 362.7656 - val_mean_squared_error: 362.7656
Epoch 18/30
81/81 [==============================] - 4s 45ms/step - loss: 75.1767 - mean_squared_error: 75.1767 - val_loss: 31.5468 - val_mean_squared_error: 31.5468
Epoch 19/30
81/81 [==============================] - 4s 44ms/step - loss: 63.2200 - mean_squared_error: 63.2200 - val_loss: 116.3800 - val_mean_squared_error: 116.3800
Epoch 20/30
81/81 [==============================] - 4s 44ms/step - loss: 63.5891 - mean_squared_error: 63.5891 - val_loss: 257.3886 - val_mean_squared_error: 257.3886
Epoch 21/30
81/81 [==============================] - 4s 50ms/step - loss: 65.4369 - mean_squared_error: 65.4369 - val_loss: 312.5881 - val_mean_squared_error: 312.5881
Epoch 22/30
81/81 [==============================] - 4s 46ms/step - loss: 55.5020 - mean_squared_error: 55.5020 - val_loss: 45.7359 - val_mean_squared_error: 45.7359
Epoch 23/30
81/81 [==============================] - 4s 45ms/step - loss: 53.6304 - mean_squared_error: 53.6304 - val_loss: 46.5208 - val_mean_squared_error: 46.5208
Epoch 24/30
81/81 [==============================] - 4s 44ms/step - loss: 58.9144 - mean_squared_error: 58.9144 - val_loss: 53.1504 - val_mean_squared_error: 53.1504
Epoch 25/30
81/81 [==============================] - 4s 47ms/step - loss: 48.6789 - mean_squared_error: 48.6789 - val_loss: 98.9569 - val_mean_squared_error: 98.9569
Epoch 26/30
81/81 [==============================] - 4s 45ms/step - loss: 47.8280 - mean_squared_error: 47.8280 - val_loss: 28.7276 - val_mean_squared_error: 28.7276
Epoch 27/30
81/81 [==============================] - 4s 44ms/step - loss: 54.6765 - mean_squared_error: 54.6765 - val_loss: 31.8836 - val_mean_squared_error: 31.8836
Epoch 28/30
81/81 [==============================] - 4s 44ms/step - loss: 49.3830 - mean_squared_error: 49.3830 - val_loss: 85.3570 - val_mean_squared_error: 85.3570
Epoch 29/30
81/81 [==============================] - 4s 44ms/step - loss: 51.1895 - mean_squared_error: 51.1895 - val_loss: 106.7442 - val_mean_squared_error: 106.7442
Epoch 30/30
81/81 [==============================] - 4s 45ms/step - loss: 44.1053 - mean_squared_error: 44.1053 - val_loss: 162.4532 - val_mean_squared_error: 162.4532
2022-12-10 13:39:13.655107: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:39:13.817818: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:39:14.017701: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:39:14.239506: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 13:39:17.217565: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:39:17.748842: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:39:18.048064: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:39:18.359010: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:39:19.028626: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:39:19.560830: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:39:20.115434: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4841.8960 - mean_squared_error: 4841.8960
2022-12-10 13:39:30.237073: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:39:30.409400: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:39:30.612483: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:39:30.826365: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 16s 147ms/step - loss: 4841.8960 - mean_squared_error: 4841.8960 - val_loss: 1202.9082 - val_mean_squared_error: 1202.9082
Epoch 2/30
81/81 [==============================] - 4s 51ms/step - loss: 1908.2791 - mean_squared_error: 1908.2791 - val_loss: 17.6800 - val_mean_squared_error: 17.6800
Epoch 3/30
81/81 [==============================] - 4s 46ms/step - loss: 673.7285 - mean_squared_error: 673.7285 - val_loss: 327.8981 - val_mean_squared_error: 327.8981
Epoch 4/30
81/81 [==============================] - 4s 46ms/step - loss: 448.9089 - mean_squared_error: 448.9089 - val_loss: 221.1591 - val_mean_squared_error: 221.1591
Epoch 5/30
81/81 [==============================] - 4s 45ms/step - loss: 248.5506 - mean_squared_error: 248.5506 - val_loss: 221.4939 - val_mean_squared_error: 221.4939
Epoch 6/30
81/81 [==============================] - 4s 44ms/step - loss: 157.7136 - mean_squared_error: 157.7136 - val_loss: 50.4856 - val_mean_squared_error: 50.4856
Epoch 7/30
81/81 [==============================] - 4s 45ms/step - loss: 94.9713 - mean_squared_error: 94.9713 - val_loss: 101.2890 - val_mean_squared_error: 101.2890
Epoch 8/30
81/81 [==============================] - 4s 45ms/step - loss: 86.4133 - mean_squared_error: 86.4133 - val_loss: 73.3238 - val_mean_squared_error: 73.3238
Epoch 9/30
81/81 [==============================] - 4s 45ms/step - loss: 84.3719 - mean_squared_error: 84.3719 - val_loss: 51.7357 - val_mean_squared_error: 51.7357
Epoch 10/30
81/81 [==============================] - 4s 44ms/step - loss: 136.3627 - mean_squared_error: 136.3627 - val_loss: 1893.6212 - val_mean_squared_error: 1893.6211
Epoch 11/30
81/81 [==============================] - 4s 44ms/step - loss: 82.8532 - mean_squared_error: 82.8532 - val_loss: 115.1271 - val_mean_squared_error: 115.1271
Epoch 12/30
81/81 [==============================] - 4s 45ms/step - loss: 76.3279 - mean_squared_error: 76.3279 - val_loss: 113.9444 - val_mean_squared_error: 113.9444
Epoch 13/30
81/81 [==============================] - 4s 45ms/step - loss: 67.2108 - mean_squared_error: 67.2108 - val_loss: 147.4405 - val_mean_squared_error: 147.4405
Epoch 14/30
81/81 [==============================] - 4s 44ms/step - loss: 62.8715 - mean_squared_error: 62.8715 - val_loss: 39.5378 - val_mean_squared_error: 39.5378
Epoch 15/30
81/81 [==============================] - 4s 44ms/step - loss: 52.4219 - mean_squared_error: 52.4219 - val_loss: 32.8518 - val_mean_squared_error: 32.8518
Epoch 16/30
81/81 [==============================] - 4s 45ms/step - loss: 55.3868 - mean_squared_error: 55.3868 - val_loss: 24.8895 - val_mean_squared_error: 24.8895
Epoch 17/30
81/81 [==============================] - 4s 54ms/step - loss: 53.2413 - mean_squared_error: 53.2413 - val_loss: 35.8979 - val_mean_squared_error: 35.8979
Epoch 18/30
81/81 [==============================] - 4s 44ms/step - loss: 51.9369 - mean_squared_error: 51.9369 - val_loss: 47.6369 - val_mean_squared_error: 47.6369
Epoch 19/30
81/81 [==============================] - 4s 45ms/step - loss: 53.9204 - mean_squared_error: 53.9204 - val_loss: 92.0014 - val_mean_squared_error: 92.0014
Epoch 20/30
81/81 [==============================] - 4s 44ms/step - loss: 46.1097 - mean_squared_error: 46.1097 - val_loss: 38.9679 - val_mean_squared_error: 38.9679
Epoch 21/30
81/81 [==============================] - 4s 44ms/step - loss: 45.7709 - mean_squared_error: 45.7709 - val_loss: 98.5946 - val_mean_squared_error: 98.5946
Epoch 22/30
81/81 [==============================] - 4s 44ms/step - loss: 47.4031 - mean_squared_error: 47.4031 - val_loss: 157.2100 - val_mean_squared_error: 157.2100
Epoch 23/30
81/81 [==============================] - 4s 45ms/step - loss: 53.5751 - mean_squared_error: 53.5751 - val_loss: 29.2714 - val_mean_squared_error: 29.2714
Epoch 24/30
81/81 [==============================] - 4s 44ms/step - loss: 46.6542 - mean_squared_error: 46.6542 - val_loss: 38.7974 - val_mean_squared_error: 38.7974
Epoch 25/30
81/81 [==============================] - 4s 44ms/step - loss: 45.9032 - mean_squared_error: 45.9032 - val_loss: 83.4665 - val_mean_squared_error: 83.4665
Epoch 26/30
81/81 [==============================] - 4s 44ms/step - loss: 43.1764 - mean_squared_error: 43.1764 - val_loss: 271.4073 - val_mean_squared_error: 271.4073
Epoch 27/30
81/81 [==============================] - 4s 43ms/step - loss: 45.5728 - mean_squared_error: 45.5728 - val_loss: 31.5258 - val_mean_squared_error: 31.5258
Epoch 28/30
81/81 [==============================] - 4s 44ms/step - loss: 39.8322 - mean_squared_error: 39.8322 - val_loss: 47.8286 - val_mean_squared_error: 47.8286
Epoch 29/30
81/81 [==============================] - 4s 45ms/step - loss: 40.2859 - mean_squared_error: 40.2859 - val_loss: 23.1542 - val_mean_squared_error: 23.1542
Epoch 30/30
81/81 [==============================] - 4s 44ms/step - loss: 39.4294 - mean_squared_error: 39.4294 - val_loss: 29.1844 - val_mean_squared_error: 29.1844
2022-12-10 13:41:18.260808: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:41:18.403369: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:41:18.593751: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:41:18.802072: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 46)
(286, 46)
Epoch 1/30
2022-12-10 13:41:21.602041: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:41:22.112464: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:41:22.409527: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:41:22.740824: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:41:23.386710: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:41:23.939139: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:41:24.497234: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4879.0005 - mean_squared_error: 4879.0005
2022-12-10 13:41:35.796019: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:41:35.971919: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:41:36.198074: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:41:36.516222: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 17s 162ms/step - loss: 4879.0005 - mean_squared_error: 4879.0005 - val_loss: 599.8591 - val_mean_squared_error: 599.8591
Epoch 2/30
81/81 [==============================] - 5s 56ms/step - loss: 2703.9021 - mean_squared_error: 2703.9021 - val_loss: 171.4514 - val_mean_squared_error: 171.4514
Epoch 3/30
81/81 [==============================] - 4s 53ms/step - loss: 1353.7914 - mean_squared_error: 1353.7914 - val_loss: 469.2246 - val_mean_squared_error: 469.2245
Epoch 4/30
81/81 [==============================] - 4s 52ms/step - loss: 1003.7771 - mean_squared_error: 1003.7771 - val_loss: 414.0170 - val_mean_squared_error: 414.0170
Epoch 5/30
81/81 [==============================] - 4s 51ms/step - loss: 929.2830 - mean_squared_error: 929.2830 - val_loss: 386.2350 - val_mean_squared_error: 386.2350
Epoch 6/30
81/81 [==============================] - 4s 53ms/step - loss: 733.5093 - mean_squared_error: 733.5093 - val_loss: 789.9576 - val_mean_squared_error: 789.9576
Epoch 7/30
81/81 [==============================] - 4s 55ms/step - loss: 517.4609 - mean_squared_error: 517.4609 - val_loss: 1788.9049 - val_mean_squared_error: 1788.9049
Epoch 8/30
81/81 [==============================] - 4s 53ms/step - loss: 519.9737 - mean_squared_error: 519.9737 - val_loss: 27.5773 - val_mean_squared_error: 27.5773
Epoch 9/30
81/81 [==============================] - 5s 64ms/step - loss: 486.3013 - mean_squared_error: 486.3013 - val_loss: 50.7712 - val_mean_squared_error: 50.7712
Epoch 10/30
81/81 [==============================] - 5s 57ms/step - loss: 470.3051 - mean_squared_error: 470.3051 - val_loss: 75.0737 - val_mean_squared_error: 75.0737
Epoch 11/30
81/81 [==============================] - 4s 49ms/step - loss: 513.0574 - mean_squared_error: 513.0574 - val_loss: 96.2621 - val_mean_squared_error: 96.2621
Epoch 12/30
81/81 [==============================] - 4s 49ms/step - loss: 461.2589 - mean_squared_error: 461.2589 - val_loss: 110.1029 - val_mean_squared_error: 110.1029
Epoch 13/30
81/81 [==============================] - 4s 47ms/step - loss: 461.1099 - mean_squared_error: 461.1099 - val_loss: 27.0626 - val_mean_squared_error: 27.0626
Epoch 14/30
81/81 [==============================] - 4s 55ms/step - loss: 422.1888 - mean_squared_error: 422.1888 - val_loss: 196.7977 - val_mean_squared_error: 196.7977
Epoch 15/30
81/81 [==============================] - 4s 48ms/step - loss: 478.5926 - mean_squared_error: 478.5926 - val_loss: 129.7344 - val_mean_squared_error: 129.7344
Epoch 16/30
81/81 [==============================] - 4s 48ms/step - loss: 408.8951 - mean_squared_error: 408.8951 - val_loss: 10922.9326 - val_mean_squared_error: 10922.9326
Epoch 17/30
81/81 [==============================] - 4s 51ms/step - loss: 65.7677 - mean_squared_error: 65.7677 - val_loss: 591.0335 - val_mean_squared_error: 591.0335
Epoch 18/30
81/81 [==============================] - 4s 49ms/step - loss: 60.1884 - mean_squared_error: 60.1884 - val_loss: 921.3029 - val_mean_squared_error: 921.3029
Epoch 19/30
81/81 [==============================] - 4s 48ms/step - loss: 44.6512 - mean_squared_error: 44.6512 - val_loss: 67.9765 - val_mean_squared_error: 67.9765
Epoch 20/30
81/81 [==============================] - 4s 52ms/step - loss: 47.7783 - mean_squared_error: 47.7783 - val_loss: 41.2845 - val_mean_squared_error: 41.2845
Epoch 21/30
81/81 [==============================] - 4s 49ms/step - loss: 46.8752 - mean_squared_error: 46.8752 - val_loss: 18.7848 - val_mean_squared_error: 18.7848
Epoch 22/30
81/81 [==============================] - 4s 49ms/step - loss: 47.6053 - mean_squared_error: 47.6053 - val_loss: 21.0351 - val_mean_squared_error: 21.0351
Epoch 23/30
81/81 [==============================] - 4s 50ms/step - loss: 44.5129 - mean_squared_error: 44.5129 - val_loss: 21.1127 - val_mean_squared_error: 21.1127
Epoch 24/30
81/81 [==============================] - 4s 48ms/step - loss: 44.1555 - mean_squared_error: 44.1555 - val_loss: 17.6362 - val_mean_squared_error: 17.6362
Epoch 25/30
81/81 [==============================] - 4s 49ms/step - loss: 41.9430 - mean_squared_error: 41.9430 - val_loss: 42.4939 - val_mean_squared_error: 42.4939
Epoch 26/30
81/81 [==============================] - 4s 48ms/step - loss: 39.1851 - mean_squared_error: 39.1851 - val_loss: 12.9962 - val_mean_squared_error: 12.9962
Epoch 27/30
81/81 [==============================] - 4s 48ms/step - loss: 41.2219 - mean_squared_error: 41.2219 - val_loss: 21.0635 - val_mean_squared_error: 21.0635
Epoch 28/30
81/81 [==============================] - 4s 48ms/step - loss: 41.9428 - mean_squared_error: 41.9428 - val_loss: 27.7153 - val_mean_squared_error: 27.7153
Epoch 29/30
81/81 [==============================] - 4s 49ms/step - loss: 42.6574 - mean_squared_error: 42.6574 - val_loss: 13.7149 - val_mean_squared_error: 13.7149
Epoch 30/30
81/81 [==============================] - 4s 49ms/step - loss: 41.7888 - mean_squared_error: 41.7888 - val_loss: 17.7902 - val_mean_squared_error: 17.7902
2022-12-10 13:43:37.880730: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:43:38.057877: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:43:38.280852: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:43:38.507549: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.0230121356313053
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 46)
(286, 46)
Epoch 1/30
2022-12-10 13:43:41.799063: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:43:42.477050: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:43:42.935295: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:43:43.415873: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:43:44.312342: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:43:45.068389: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:43:45.703466: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4796.8545 - mean_squared_error: 4796.8545
2022-12-10 13:43:57.449557: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:43:57.644466: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:43:57.862632: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:43:58.111790: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 20s 171ms/step - loss: 4796.8545 - mean_squared_error: 4796.8545 - val_loss: 713.6938 - val_mean_squared_error: 713.6938
Epoch 2/30
81/81 [==============================] - 5s 59ms/step - loss: 2368.5928 - mean_squared_error: 2368.5928 - val_loss: 47.0965 - val_mean_squared_error: 47.0965
Epoch 3/30
81/81 [==============================] - 4s 53ms/step - loss: 2055.8240 - mean_squared_error: 2055.8240 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 4/30
81/81 [==============================] - 5s 56ms/step - loss: 1262.6964 - mean_squared_error: 1262.6964 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 5/30
81/81 [==============================] - 4s 53ms/step - loss: 1232.3834 - mean_squared_error: 1232.3834 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 6/30
81/81 [==============================] - 4s 51ms/step - loss: 915.4845 - mean_squared_error: 915.4845 - val_loss: 2805.6428 - val_mean_squared_error: 2805.6428
Epoch 7/30
81/81 [==============================] - 4s 51ms/step - loss: 874.9301 - mean_squared_error: 874.9301 - val_loss: 2438.0164 - val_mean_squared_error: 2438.0164
Epoch 8/30
81/81 [==============================] - 4s 51ms/step - loss: 830.5342 - mean_squared_error: 830.5342 - val_loss: 1027.9951 - val_mean_squared_error: 1027.9951
Epoch 9/30
81/81 [==============================] - 4s 51ms/step - loss: 883.4644 - mean_squared_error: 883.4644 - val_loss: 896.6771 - val_mean_squared_error: 896.6771
Epoch 10/30
81/81 [==============================] - 4s 50ms/step - loss: 874.2811 - mean_squared_error: 874.2811 - val_loss: 41.9872 - val_mean_squared_error: 41.9872
Epoch 11/30
81/81 [==============================] - 4s 50ms/step - loss: 860.5584 - mean_squared_error: 860.5584 - val_loss: 108.4437 - val_mean_squared_error: 108.4437
Epoch 12/30
81/81 [==============================] - 4s 51ms/step - loss: 829.1376 - mean_squared_error: 829.1376 - val_loss: 313.4450 - val_mean_squared_error: 313.4450
Epoch 13/30
81/81 [==============================] - 4s 51ms/step - loss: 848.8276 - mean_squared_error: 848.8276 - val_loss: 30.3820 - val_mean_squared_error: 30.3820
Epoch 14/30
81/81 [==============================] - 4s 49ms/step - loss: 832.0381 - mean_squared_error: 832.0381 - val_loss: 22.3738 - val_mean_squared_error: 22.3738
Epoch 15/30
81/81 [==============================] - 4s 50ms/step - loss: 863.2626 - mean_squared_error: 863.2626 - val_loss: 190.6877 - val_mean_squared_error: 190.6877
Epoch 16/30
81/81 [==============================] - 4s 50ms/step - loss: 853.6702 - mean_squared_error: 853.6702 - val_loss: 54.9709 - val_mean_squared_error: 54.9709
Epoch 17/30
81/81 [==============================] - 4s 50ms/step - loss: 852.2694 - mean_squared_error: 852.2694 - val_loss: 69.3512 - val_mean_squared_error: 69.3512
Epoch 18/30
81/81 [==============================] - 4s 51ms/step - loss: 823.3522 - mean_squared_error: 823.3522 - val_loss: 295.8573 - val_mean_squared_error: 295.8573
Epoch 19/30
81/81 [==============================] - 4s 50ms/step - loss: 836.4603 - mean_squared_error: 836.4603 - val_loss: 293.8838 - val_mean_squared_error: 293.8838
Epoch 20/30
81/81 [==============================] - 4s 51ms/step - loss: 833.1326 - mean_squared_error: 833.1326 - val_loss: 122.6895 - val_mean_squared_error: 122.6895
Epoch 21/30
81/81 [==============================] - 4s 50ms/step - loss: 833.7889 - mean_squared_error: 833.7889 - val_loss: 39.5590 - val_mean_squared_error: 39.5590
Epoch 22/30
81/81 [==============================] - 4s 50ms/step - loss: 827.0968 - mean_squared_error: 827.0968 - val_loss: 207.5762 - val_mean_squared_error: 207.5762
Epoch 23/30
81/81 [==============================] - 4s 50ms/step - loss: 810.2745 - mean_squared_error: 810.2745 - val_loss: 42.4805 - val_mean_squared_error: 42.4805
Epoch 24/30
81/81 [==============================] - 4s 50ms/step - loss: 836.6165 - mean_squared_error: 836.6165 - val_loss: 27.4444 - val_mean_squared_error: 27.4444
Epoch 25/30
81/81 [==============================] - 4s 50ms/step - loss: 812.5100 - mean_squared_error: 812.5100 - val_loss: 46.7343 - val_mean_squared_error: 46.7343
Epoch 26/30
81/81 [==============================] - 4s 51ms/step - loss: 810.3515 - mean_squared_error: 810.3515 - val_loss: 69.1915 - val_mean_squared_error: 69.1915
Epoch 27/30
81/81 [==============================] - 4s 50ms/step - loss: 840.6940 - mean_squared_error: 840.6940 - val_loss: 44.6898 - val_mean_squared_error: 44.6898
Epoch 28/30
81/81 [==============================] - 4s 49ms/step - loss: 860.6984 - mean_squared_error: 860.6984 - val_loss: 42.3389 - val_mean_squared_error: 42.3389
Epoch 29/30
81/81 [==============================] - 4s 50ms/step - loss: 816.1852 - mean_squared_error: 816.1852 - val_loss: 59.0867 - val_mean_squared_error: 59.0867
Epoch 30/30
81/81 [==============================] - 4s 50ms/step - loss: 792.3626 - mean_squared_error: 792.3626 - val_loss: 294.5958 - val_mean_squared_error: 294.5958
2022-12-10 13:45:59.945430: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:46:00.091883: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:46:00.318375: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:46:00.556416: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 13:46:02.983812: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:46:03.494582: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:46:03.848880: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:46:04.276621: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:46:04.952556: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:46:05.532090: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:46:06.108332: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4803.4419 - mean_squared_error: 4803.4419
2022-12-10 13:46:17.537491: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:46:17.719045: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:46:17.975998: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:46:18.173207: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 18s 166ms/step - loss: 4803.4419 - mean_squared_error: 4803.4419 - val_loss: 316.7119 - val_mean_squared_error: 316.7119
Epoch 2/30
81/81 [==============================] - 4s 49ms/step - loss: 2263.7056 - mean_squared_error: 2263.7056 - val_loss: 600.6087 - val_mean_squared_error: 600.6086
Epoch 3/30
81/81 [==============================] - 4s 48ms/step - loss: 949.4785 - mean_squared_error: 949.4785 - val_loss: 518.8768 - val_mean_squared_error: 518.8768
Epoch 4/30
81/81 [==============================] - 4s 50ms/step - loss: 564.8752 - mean_squared_error: 564.8752 - val_loss: 246.9265 - val_mean_squared_error: 246.9265
Epoch 5/30
81/81 [==============================] - 4s 48ms/step - loss: 379.1429 - mean_squared_error: 379.1429 - val_loss: 173.2445 - val_mean_squared_error: 173.2445
Epoch 6/30
81/81 [==============================] - 4s 47ms/step - loss: 365.2767 - mean_squared_error: 365.2767 - val_loss: 233.7075 - val_mean_squared_error: 233.7075
Epoch 7/30
81/81 [==============================] - 4s 44ms/step - loss: 336.5360 - mean_squared_error: 336.5360 - val_loss: 337.0851 - val_mean_squared_error: 337.0851
Epoch 8/30
81/81 [==============================] - 4s 46ms/step - loss: 228.9440 - mean_squared_error: 228.9440 - val_loss: 44.3615 - val_mean_squared_error: 44.3615
Epoch 9/30
81/81 [==============================] - 4s 46ms/step - loss: 107.9032 - mean_squared_error: 107.9032 - val_loss: 128.9316 - val_mean_squared_error: 128.9316
Epoch 10/30
81/81 [==============================] - 4s 46ms/step - loss: 73.4889 - mean_squared_error: 73.4889 - val_loss: 91.6065 - val_mean_squared_error: 91.6065
Epoch 11/30
81/81 [==============================] - 4s 45ms/step - loss: 63.5293 - mean_squared_error: 63.5293 - val_loss: 62.1550 - val_mean_squared_error: 62.1550
Epoch 12/30
81/81 [==============================] - 4s 45ms/step - loss: 64.9728 - mean_squared_error: 64.9728 - val_loss: 108.7693 - val_mean_squared_error: 108.7693
Epoch 13/30
81/81 [==============================] - 4s 44ms/step - loss: 59.5294 - mean_squared_error: 59.5294 - val_loss: 43.2089 - val_mean_squared_error: 43.2089
Epoch 14/30
81/81 [==============================] - 4s 45ms/step - loss: 51.4123 - mean_squared_error: 51.4123 - val_loss: 70.6093 - val_mean_squared_error: 70.6093
Epoch 15/30
81/81 [==============================] - 4s 44ms/step - loss: 58.4816 - mean_squared_error: 58.4816 - val_loss: 135.6664 - val_mean_squared_error: 135.6664
Epoch 16/30
81/81 [==============================] - 4s 44ms/step - loss: 51.0851 - mean_squared_error: 51.0851 - val_loss: 30.5775 - val_mean_squared_error: 30.5775
Epoch 17/30
81/81 [==============================] - 4s 44ms/step - loss: 57.6692 - mean_squared_error: 57.6692 - val_loss: 48.3246 - val_mean_squared_error: 48.3246
Epoch 18/30
81/81 [==============================] - 4s 45ms/step - loss: 42.3502 - mean_squared_error: 42.3502 - val_loss: 55.0174 - val_mean_squared_error: 55.0174
Epoch 19/30
81/81 [==============================] - 4s 44ms/step - loss: 54.5044 - mean_squared_error: 54.5044 - val_loss: 81.3083 - val_mean_squared_error: 81.3083
Epoch 20/30
81/81 [==============================] - 4s 45ms/step - loss: 47.5034 - mean_squared_error: 47.5034 - val_loss: 61.5123 - val_mean_squared_error: 61.5123
Epoch 21/30
81/81 [==============================] - 4s 44ms/step - loss: 44.2812 - mean_squared_error: 44.2812 - val_loss: 64.5628 - val_mean_squared_error: 64.5628
Epoch 22/30
81/81 [==============================] - 4s 44ms/step - loss: 50.3209 - mean_squared_error: 50.3209 - val_loss: 52.6050 - val_mean_squared_error: 52.6050
Epoch 23/30
81/81 [==============================] - 4s 45ms/step - loss: 39.7787 - mean_squared_error: 39.7787 - val_loss: 55.6182 - val_mean_squared_error: 55.6182
Epoch 24/30
81/81 [==============================] - 4s 44ms/step - loss: 44.5509 - mean_squared_error: 44.5509 - val_loss: 70.4785 - val_mean_squared_error: 70.4785
Epoch 25/30
81/81 [==============================] - 4s 43ms/step - loss: 48.1707 - mean_squared_error: 48.1707 - val_loss: 65.7653 - val_mean_squared_error: 65.7653
Epoch 26/30
81/81 [==============================] - 4s 45ms/step - loss: 46.8092 - mean_squared_error: 46.8092 - val_loss: 80.3478 - val_mean_squared_error: 80.3478
Epoch 27/30
81/81 [==============================] - 4s 44ms/step - loss: 46.4345 - mean_squared_error: 46.4345 - val_loss: 69.0032 - val_mean_squared_error: 69.0032
Epoch 28/30
81/81 [==============================] - 4s 44ms/step - loss: 41.2422 - mean_squared_error: 41.2422 - val_loss: 39.3346 - val_mean_squared_error: 39.3346
Epoch 29/30
81/81 [==============================] - 4s 44ms/step - loss: 38.2385 - mean_squared_error: 38.2385 - val_loss: 46.5352 - val_mean_squared_error: 46.5352
Epoch 30/30
81/81 [==============================] - 4s 44ms/step - loss: 245.4043 - mean_squared_error: 245.4043 - val_loss: 701.6545 - val_mean_squared_error: 701.6545
2022-12-10 13:48:06.284358: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:48:06.454987: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:48:06.724613: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:48:07.033510: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 48)
(286, 48)
Epoch 1/30
2022-12-10 13:48:10.420941: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:48:11.002549: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:48:11.340533: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:48:11.691654: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:48:12.391949: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:48:13.070719: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:48:13.932006: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4904.9878 - mean_squared_error: 4904.9878
2022-12-10 13:48:27.300249: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:48:27.477078: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:48:27.708237: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:48:28.031101: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 20s 191ms/step - loss: 4904.9878 - mean_squared_error: 4904.9878 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 5s 60ms/step - loss: 2944.6484 - mean_squared_error: 2944.6484 - val_loss: 283.0760 - val_mean_squared_error: 283.0760
Epoch 3/30
81/81 [==============================] - 4s 53ms/step - loss: 1155.2610 - mean_squared_error: 1155.2610 - val_loss: 1158.0377 - val_mean_squared_error: 1158.0377
Epoch 4/30
81/81 [==============================] - 4s 54ms/step - loss: 200.8497 - mean_squared_error: 200.8497 - val_loss: 39.8369 - val_mean_squared_error: 39.8369
Epoch 5/30
81/81 [==============================] - 5s 57ms/step - loss: 119.2294 - mean_squared_error: 119.2294 - val_loss: 47.1636 - val_mean_squared_error: 47.1636
Epoch 6/30
81/81 [==============================] - 4s 55ms/step - loss: 104.0618 - mean_squared_error: 104.0618 - val_loss: 145.9839 - val_mean_squared_error: 145.9839
Epoch 7/30
81/81 [==============================] - 4s 52ms/step - loss: 98.1840 - mean_squared_error: 98.1840 - val_loss: 447.9419 - val_mean_squared_error: 447.9419
Epoch 8/30
81/81 [==============================] - 4s 51ms/step - loss: 77.0322 - mean_squared_error: 77.0322 - val_loss: 189.9072 - val_mean_squared_error: 189.9072
Epoch 9/30
81/81 [==============================] - 4s 53ms/step - loss: 73.3339 - mean_squared_error: 73.3339 - val_loss: 110.4415 - val_mean_squared_error: 110.4415
Epoch 10/30
81/81 [==============================] - 4s 52ms/step - loss: 69.2496 - mean_squared_error: 69.2496 - val_loss: 96.0582 - val_mean_squared_error: 96.0582
Epoch 11/30
81/81 [==============================] - 4s 51ms/step - loss: 64.3659 - mean_squared_error: 64.3659 - val_loss: 14.6364 - val_mean_squared_error: 14.6364
Epoch 12/30
81/81 [==============================] - 4s 53ms/step - loss: 69.5108 - mean_squared_error: 69.5108 - val_loss: 18.6921 - val_mean_squared_error: 18.6921
Epoch 13/30
81/81 [==============================] - 4s 53ms/step - loss: 61.8208 - mean_squared_error: 61.8208 - val_loss: 66.1627 - val_mean_squared_error: 66.1627
Epoch 14/30
81/81 [==============================] - 4s 53ms/step - loss: 59.2424 - mean_squared_error: 59.2424 - val_loss: 15.6515 - val_mean_squared_error: 15.6515
Epoch 15/30
81/81 [==============================] - 4s 52ms/step - loss: 53.8423 - mean_squared_error: 53.8423 - val_loss: 19.0900 - val_mean_squared_error: 19.0900
Epoch 16/30
81/81 [==============================] - 4s 51ms/step - loss: 53.8938 - mean_squared_error: 53.8938 - val_loss: 54.7727 - val_mean_squared_error: 54.7727
Epoch 17/30
81/81 [==============================] - 4s 52ms/step - loss: 54.4182 - mean_squared_error: 54.4182 - val_loss: 20.3377 - val_mean_squared_error: 20.3377
Epoch 18/30
81/81 [==============================] - 4s 51ms/step - loss: 48.0235 - mean_squared_error: 48.0235 - val_loss: 19.3944 - val_mean_squared_error: 19.3944
Epoch 19/30
81/81 [==============================] - 4s 52ms/step - loss: 56.7352 - mean_squared_error: 56.7352 - val_loss: 53.4053 - val_mean_squared_error: 53.4053
Epoch 20/30
81/81 [==============================] - 4s 53ms/step - loss: 55.0114 - mean_squared_error: 55.0114 - val_loss: 75.0505 - val_mean_squared_error: 75.0505
Epoch 21/30
81/81 [==============================] - 4s 52ms/step - loss: 51.6875 - mean_squared_error: 51.6875 - val_loss: 28.7095 - val_mean_squared_error: 28.7095
Epoch 22/30
81/81 [==============================] - 4s 51ms/step - loss: 55.7973 - mean_squared_error: 55.7973 - val_loss: 32.7263 - val_mean_squared_error: 32.7263
Epoch 23/30
81/81 [==============================] - 4s 51ms/step - loss: 44.4106 - mean_squared_error: 44.4106 - val_loss: 48.8520 - val_mean_squared_error: 48.8520
Epoch 24/30
81/81 [==============================] - 4s 52ms/step - loss: 42.7225 - mean_squared_error: 42.7225 - val_loss: 29.9179 - val_mean_squared_error: 29.9179
Epoch 25/30
81/81 [==============================] - 4s 52ms/step - loss: 48.6316 - mean_squared_error: 48.6316 - val_loss: 26.8195 - val_mean_squared_error: 26.8195
Epoch 26/30
81/81 [==============================] - 4s 51ms/step - loss: 46.1386 - mean_squared_error: 46.1386 - val_loss: 48.9370 - val_mean_squared_error: 48.9369
Epoch 27/30
81/81 [==============================] - 4s 51ms/step - loss: 54.4100 - mean_squared_error: 54.4100 - val_loss: 115.0557 - val_mean_squared_error: 115.0557
Epoch 28/30
81/81 [==============================] - 4s 51ms/step - loss: 46.5008 - mean_squared_error: 46.5008 - val_loss: 24.0803 - val_mean_squared_error: 24.0803
Epoch 29/30
81/81 [==============================] - 4s 50ms/step - loss: 41.3579 - mean_squared_error: 41.3579 - val_loss: 19.5244 - val_mean_squared_error: 19.5244
Epoch 30/30
81/81 [==============================] - 4s 50ms/step - loss: 53.9823 - mean_squared_error: 53.9823 - val_loss: 25.6211 - val_mean_squared_error: 25.6211
2022-12-10 13:50:32.868685: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:50:33.037772: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:50:33.357142: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:50:33.682559: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.19041704 0.15281651 0.44309554 ... 0.         0.         0.        ]
 [0.18030169 0.18600112 0.44272007 ... 0.         0.         0.        ]
 ...
 [0.07808341 0.07933631 0.74735086 ... 0.         0.         0.        ]
 [0.0743567  0.07306191 0.76512307 ... 0.         0.         0.        ]
 [0.07488909 0.08951478 0.76583229 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 13:50:37.056479: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:50:37.567562: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:50:37.888348: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:50:38.211694: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:50:39.140371: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:50:39.966891: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:50:40.732239: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4800.0449 - mean_squared_error: 4800.0449
2022-12-10 13:50:54.433269: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:50:54.624575: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:50:54.929450: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:50:55.272211: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 21s 198ms/step - loss: 4800.0449 - mean_squared_error: 4800.0449 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 5s 57ms/step - loss: 2710.9866 - mean_squared_error: 2710.9866 - val_loss: 23.2767 - val_mean_squared_error: 23.2767
Epoch 3/30
81/81 [==============================] - 4s 52ms/step - loss: 1710.1761 - mean_squared_error: 1710.1761 - val_loss: 86.2458 - val_mean_squared_error: 86.2458
Epoch 4/30
81/81 [==============================] - 4s 49ms/step - loss: 1665.1704 - mean_squared_error: 1665.1704 - val_loss: 177.6017 - val_mean_squared_error: 177.6017
Epoch 5/30
81/81 [==============================] - 4s 48ms/step - loss: 1638.4087 - mean_squared_error: 1638.4087 - val_loss: 227.9987 - val_mean_squared_error: 227.9987
Epoch 6/30
81/81 [==============================] - 4s 47ms/step - loss: 1553.4392 - mean_squared_error: 1553.4392 - val_loss: 1017.6021 - val_mean_squared_error: 1017.6021
Epoch 7/30
81/81 [==============================] - 4s 48ms/step - loss: 1127.7836 - mean_squared_error: 1127.7836 - val_loss: 1510.6759 - val_mean_squared_error: 1510.6759
Epoch 8/30
81/81 [==============================] - 4s 47ms/step - loss: 1033.3153 - mean_squared_error: 1033.3153 - val_loss: 433.7724 - val_mean_squared_error: 433.7724
Epoch 9/30
81/81 [==============================] - 4s 49ms/step - loss: 945.8968 - mean_squared_error: 945.8968 - val_loss: 200.1778 - val_mean_squared_error: 200.1778
Epoch 10/30
81/81 [==============================] - 4s 48ms/step - loss: 892.4024 - mean_squared_error: 892.4024 - val_loss: 305.1357 - val_mean_squared_error: 305.1357
Epoch 11/30
81/81 [==============================] - 4s 46ms/step - loss: 883.8754 - mean_squared_error: 883.8754 - val_loss: 149.6442 - val_mean_squared_error: 149.6442
Epoch 12/30
81/81 [==============================] - 4s 48ms/step - loss: 796.0106 - mean_squared_error: 796.0106 - val_loss: 66.3399 - val_mean_squared_error: 66.3399
Epoch 13/30
81/81 [==============================] - 4s 47ms/step - loss: 838.1819 - mean_squared_error: 838.1819 - val_loss: 1908.3910 - val_mean_squared_error: 1908.3910
Epoch 14/30
81/81 [==============================] - 4s 47ms/step - loss: 622.3147 - mean_squared_error: 622.3147 - val_loss: 44.2106 - val_mean_squared_error: 44.2106
Epoch 15/30
81/81 [==============================] - 4s 46ms/step - loss: 457.1053 - mean_squared_error: 457.1053 - val_loss: 124.0979 - val_mean_squared_error: 124.0979
Epoch 16/30
81/81 [==============================] - 4s 49ms/step - loss: 369.7415 - mean_squared_error: 369.7415 - val_loss: 58.1788 - val_mean_squared_error: 58.1788
Epoch 17/30
81/81 [==============================] - 4s 47ms/step - loss: 379.0191 - mean_squared_error: 379.0191 - val_loss: 104.2931 - val_mean_squared_error: 104.2931
Epoch 18/30
81/81 [==============================] - 4s 46ms/step - loss: 341.9160 - mean_squared_error: 341.9160 - val_loss: 248.5656 - val_mean_squared_error: 248.5655
Epoch 19/30
81/81 [==============================] - 4s 46ms/step - loss: 320.2995 - mean_squared_error: 320.2995 - val_loss: 61.4457 - val_mean_squared_error: 61.4457
Epoch 20/30
81/81 [==============================] - 4s 47ms/step - loss: 309.3090 - mean_squared_error: 309.3090 - val_loss: 65.1576 - val_mean_squared_error: 65.1576
Epoch 21/30
81/81 [==============================] - 4s 46ms/step - loss: 315.8998 - mean_squared_error: 315.8998 - val_loss: 211.8266 - val_mean_squared_error: 211.8266
Epoch 22/30
81/81 [==============================] - 4s 46ms/step - loss: 334.1961 - mean_squared_error: 334.1961 - val_loss: 79.8155 - val_mean_squared_error: 79.8155
Epoch 23/30
81/81 [==============================] - 4s 46ms/step - loss: 282.6918 - mean_squared_error: 282.6918 - val_loss: 46.8922 - val_mean_squared_error: 46.8922
Epoch 24/30
81/81 [==============================] - 4s 45ms/step - loss: 296.4571 - mean_squared_error: 296.4571 - val_loss: 58.9195 - val_mean_squared_error: 58.9195
Epoch 25/30
81/81 [==============================] - 4s 52ms/step - loss: 264.3391 - mean_squared_error: 264.3391 - val_loss: 116.5361 - val_mean_squared_error: 116.5361
Epoch 26/30
81/81 [==============================] - 4s 46ms/step - loss: 273.1553 - mean_squared_error: 273.1553 - val_loss: 162.3338 - val_mean_squared_error: 162.3338
Epoch 27/30
81/81 [==============================] - 4s 45ms/step - loss: 275.4222 - mean_squared_error: 275.4222 - val_loss: 71.9858 - val_mean_squared_error: 71.9858
Epoch 28/30
81/81 [==============================] - 4s 46ms/step - loss: 281.6304 - mean_squared_error: 281.6304 - val_loss: 227.4920 - val_mean_squared_error: 227.4920
Epoch 29/30
81/81 [==============================] - 4s 46ms/step - loss: 276.8711 - mean_squared_error: 276.8711 - val_loss: 347.6481 - val_mean_squared_error: 347.6481
Epoch 30/30
81/81 [==============================] - 4s 46ms/step - loss: 259.0185 - mean_squared_error: 259.0185 - val_loss: 154.1412 - val_mean_squared_error: 154.1412
2022-12-10 13:52:48.742889: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:52:48.923244: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:52:49.215735: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:52:49.545343: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 40)
(286, 40)
Epoch 1/30
2022-12-10 13:52:52.931542: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:52:53.495132: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:52:53.987139: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:52:54.489259: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:52:55.592403: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:52:56.559135: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:52:57.507099: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4517.7988 - mean_squared_error: 4517.7988
2022-12-10 13:53:11.448053: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:53:11.593922: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:53:11.906472: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:53:12.214794: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 22s 200ms/step - loss: 4517.7988 - mean_squared_error: 4517.7988 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 4s 52ms/step - loss: 1953.0552 - mean_squared_error: 1953.0552 - val_loss: 28.1985 - val_mean_squared_error: 28.1985
Epoch 3/30
81/81 [==============================] - 4s 53ms/step - loss: 1065.3268 - mean_squared_error: 1065.3268 - val_loss: 252.0072 - val_mean_squared_error: 252.0072
Epoch 4/30
81/81 [==============================] - 4s 51ms/step - loss: 862.5518 - mean_squared_error: 862.5518 - val_loss: 3318.3994 - val_mean_squared_error: 3318.3994
Epoch 5/30
81/81 [==============================] - 4s 48ms/step - loss: 253.3236 - mean_squared_error: 253.3236 - val_loss: 4655.3306 - val_mean_squared_error: 4655.3306
Epoch 6/30
81/81 [==============================] - 4s 47ms/step - loss: 124.0075 - mean_squared_error: 124.0075 - val_loss: 941.1960 - val_mean_squared_error: 941.1960
Epoch 7/30
81/81 [==============================] - 4s 51ms/step - loss: 95.5663 - mean_squared_error: 95.5663 - val_loss: 193.6174 - val_mean_squared_error: 193.6174
Epoch 8/30
81/81 [==============================] - 4s 47ms/step - loss: 78.5829 - mean_squared_error: 78.5829 - val_loss: 108.5694 - val_mean_squared_error: 108.5694
Epoch 9/30
81/81 [==============================] - 4s 46ms/step - loss: 72.3368 - mean_squared_error: 72.3368 - val_loss: 388.3230 - val_mean_squared_error: 388.3230
Epoch 10/30
81/81 [==============================] - 4s 46ms/step - loss: 67.2133 - mean_squared_error: 67.2133 - val_loss: 305.6920 - val_mean_squared_error: 305.6920
Epoch 11/30
81/81 [==============================] - 4s 45ms/step - loss: 61.9502 - mean_squared_error: 61.9502 - val_loss: 343.6378 - val_mean_squared_error: 343.6378
Epoch 12/30
81/81 [==============================] - 4s 47ms/step - loss: 55.2830 - mean_squared_error: 55.2830 - val_loss: 238.0966 - val_mean_squared_error: 238.0966
Epoch 13/30
81/81 [==============================] - 4s 46ms/step - loss: 59.6377 - mean_squared_error: 59.6377 - val_loss: 799.4507 - val_mean_squared_error: 799.4507
Epoch 14/30
81/81 [==============================] - 4s 48ms/step - loss: 54.6697 - mean_squared_error: 54.6697 - val_loss: 111.4925 - val_mean_squared_error: 111.4925
Epoch 15/30
81/81 [==============================] - 4s 47ms/step - loss: 48.3448 - mean_squared_error: 48.3448 - val_loss: 382.2600 - val_mean_squared_error: 382.2600
Epoch 16/30
81/81 [==============================] - 4s 47ms/step - loss: 49.7919 - mean_squared_error: 49.7919 - val_loss: 261.9257 - val_mean_squared_error: 261.9257
Epoch 17/30
81/81 [==============================] - 4s 46ms/step - loss: 46.7753 - mean_squared_error: 46.7753 - val_loss: 103.6397 - val_mean_squared_error: 103.6397
Epoch 18/30
81/81 [==============================] - 4s 46ms/step - loss: 45.0173 - mean_squared_error: 45.0173 - val_loss: 50.6670 - val_mean_squared_error: 50.6670
Epoch 19/30
81/81 [==============================] - 4s 47ms/step - loss: 44.4925 - mean_squared_error: 44.4925 - val_loss: 59.9584 - val_mean_squared_error: 59.9584
Epoch 20/30
81/81 [==============================] - 4s 46ms/step - loss: 47.1802 - mean_squared_error: 47.1802 - val_loss: 258.2030 - val_mean_squared_error: 258.2030
Epoch 21/30
81/81 [==============================] - 4s 46ms/step - loss: 50.5619 - mean_squared_error: 50.5619 - val_loss: 140.5913 - val_mean_squared_error: 140.5913
Epoch 22/30
81/81 [==============================] - 4s 47ms/step - loss: 44.3596 - mean_squared_error: 44.3596 - val_loss: 62.4546 - val_mean_squared_error: 62.4546
Epoch 23/30
81/81 [==============================] - 4s 46ms/step - loss: 42.0070 - mean_squared_error: 42.0070 - val_loss: 103.3636 - val_mean_squared_error: 103.3636
Epoch 24/30
81/81 [==============================] - 4s 46ms/step - loss: 48.3346 - mean_squared_error: 48.3346 - val_loss: 58.5165 - val_mean_squared_error: 58.5165
Epoch 25/30
81/81 [==============================] - 4s 45ms/step - loss: 40.4677 - mean_squared_error: 40.4677 - val_loss: 17.2083 - val_mean_squared_error: 17.2083
Epoch 26/30
81/81 [==============================] - 4s 46ms/step - loss: 42.7962 - mean_squared_error: 42.7962 - val_loss: 25.6004 - val_mean_squared_error: 25.6004
Epoch 27/30
81/81 [==============================] - 4s 46ms/step - loss: 42.9247 - mean_squared_error: 42.9247 - val_loss: 199.9838 - val_mean_squared_error: 199.9838
Epoch 28/30
81/81 [==============================] - 4s 46ms/step - loss: 42.7293 - mean_squared_error: 42.7293 - val_loss: 68.3740 - val_mean_squared_error: 68.3740
Epoch 29/30
81/81 [==============================] - 4s 46ms/step - loss: 38.6124 - mean_squared_error: 38.6124 - val_loss: 55.4056 - val_mean_squared_error: 55.4056
Epoch 30/30
81/81 [==============================] - 4s 45ms/step - loss: 45.4991 - mean_squared_error: 45.4991 - val_loss: 82.9394 - val_mean_squared_error: 82.9394
2022-12-10 13:55:04.702092: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:55:04.868050: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:55:05.166806: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:55:05.495142: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx :  2
best_solution :  [1 1 1 1 1 0 1 0 1 1 0 1 0 1 0 1 0 0 1 0 0 1 0 0 1 1 0 1 0 1 0 1 1 1 0 0 1
 1 0 1 0 1 1 1 1 0 1 1 0 0 0 1 1 1 1 1 1 0 1 0 0 1 1 0 0 1 1 1 0 1 0 0 1 1
 1 0 1 1 0 0 1]
Selected indices :  [ 0  1  2  3  4  6  8  9 11 13 15 18 21 24 25 27 29 31 32 33 36 37 39 41
 42 43 44 46 47 51 52 53 54 55 56 58 61 62 65 66 67 69 72 73 74 76 77 80]
Number of selected elements :  48
Best solution fitness :  0.021197263014150366
Generation:  5
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 46)
(286, 46)
Epoch 1/30
2022-12-10 13:55:09.418527: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:55:09.969146: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:55:10.472076: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:55:10.837433: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:55:11.836272: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:55:12.700506: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:55:13.533341: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4746.0889 - mean_squared_error: 4746.0889
2022-12-10 13:55:27.906473: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:55:28.060265: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:55:28.343498: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:55:28.576333: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 22s 204ms/step - loss: 4746.0889 - mean_squared_error: 4746.0889 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 5s 60ms/step - loss: 2473.2690 - mean_squared_error: 2473.2690 - val_loss: 164.9656 - val_mean_squared_error: 164.9656
Epoch 3/30
81/81 [==============================] - 5s 56ms/step - loss: 1746.3165 - mean_squared_error: 1746.3165 - val_loss: 531.9085 - val_mean_squared_error: 531.9085
Epoch 4/30
81/81 [==============================] - 4s 54ms/step - loss: 875.3925 - mean_squared_error: 875.3925 - val_loss: 151.7492 - val_mean_squared_error: 151.7492
Epoch 5/30
81/81 [==============================] - 4s 50ms/step - loss: 673.0203 - mean_squared_error: 673.0203 - val_loss: 467.9157 - val_mean_squared_error: 467.9157
Epoch 6/30
81/81 [==============================] - 4s 53ms/step - loss: 487.7839 - mean_squared_error: 487.7839 - val_loss: 59.4218 - val_mean_squared_error: 59.4218
Epoch 7/30
81/81 [==============================] - 4s 51ms/step - loss: 504.7351 - mean_squared_error: 504.7351 - val_loss: 231.6828 - val_mean_squared_error: 231.6828
Epoch 8/30
81/81 [==============================] - 4s 51ms/step - loss: 465.3902 - mean_squared_error: 465.3902 - val_loss: 69.3630 - val_mean_squared_error: 69.3630
Epoch 9/30
81/81 [==============================] - 4s 50ms/step - loss: 476.0011 - mean_squared_error: 476.0011 - val_loss: 19.0526 - val_mean_squared_error: 19.0526
Epoch 10/30
81/81 [==============================] - 4s 51ms/step - loss: 467.4584 - mean_squared_error: 467.4584 - val_loss: 86.1343 - val_mean_squared_error: 86.1343
Epoch 11/30
81/81 [==============================] - 4s 51ms/step - loss: 445.4738 - mean_squared_error: 445.4738 - val_loss: 52.2324 - val_mean_squared_error: 52.2324
Epoch 12/30
81/81 [==============================] - 4s 50ms/step - loss: 443.4307 - mean_squared_error: 443.4307 - val_loss: 221.6834 - val_mean_squared_error: 221.6834
Epoch 13/30
81/81 [==============================] - 4s 50ms/step - loss: 458.8192 - mean_squared_error: 458.8192 - val_loss: 34.6366 - val_mean_squared_error: 34.6366
Epoch 14/30
81/81 [==============================] - 4s 50ms/step - loss: 482.5223 - mean_squared_error: 482.5223 - val_loss: 40.4145 - val_mean_squared_error: 40.4145
Epoch 15/30
81/81 [==============================] - 4s 50ms/step - loss: 499.6369 - mean_squared_error: 499.6369 - val_loss: 59.5125 - val_mean_squared_error: 59.5125
Epoch 16/30
81/81 [==============================] - 4s 49ms/step - loss: 412.8083 - mean_squared_error: 412.8083 - val_loss: 125.7652 - val_mean_squared_error: 125.7652
Epoch 17/30
81/81 [==============================] - 4s 50ms/step - loss: 450.7817 - mean_squared_error: 450.7817 - val_loss: 141.9759 - val_mean_squared_error: 141.9759
Epoch 18/30
81/81 [==============================] - 4s 49ms/step - loss: 440.7058 - mean_squared_error: 440.7058 - val_loss: 101.5771 - val_mean_squared_error: 101.5771
Epoch 19/30
81/81 [==============================] - 4s 50ms/step - loss: 456.9098 - mean_squared_error: 456.9098 - val_loss: 129.0941 - val_mean_squared_error: 129.0941
Epoch 20/30
81/81 [==============================] - 4s 53ms/step - loss: 453.1553 - mean_squared_error: 453.1553 - val_loss: 35.5163 - val_mean_squared_error: 35.5163
Epoch 21/30
81/81 [==============================] - 4s 49ms/step - loss: 422.7088 - mean_squared_error: 422.7088 - val_loss: 152.7236 - val_mean_squared_error: 152.7236
Epoch 22/30
81/81 [==============================] - 4s 49ms/step - loss: 466.0972 - mean_squared_error: 466.0972 - val_loss: 222.9030 - val_mean_squared_error: 222.9030
Epoch 23/30
81/81 [==============================] - 4s 51ms/step - loss: 416.2811 - mean_squared_error: 416.2811 - val_loss: 65.0895 - val_mean_squared_error: 65.0895
Epoch 24/30
81/81 [==============================] - 4s 49ms/step - loss: 449.5781 - mean_squared_error: 449.5781 - val_loss: 143.9823 - val_mean_squared_error: 143.9823
Epoch 25/30
81/81 [==============================] - 4s 49ms/step - loss: 426.4765 - mean_squared_error: 426.4765 - val_loss: 98.6880 - val_mean_squared_error: 98.6880
Epoch 26/30
81/81 [==============================] - 4s 49ms/step - loss: 445.1708 - mean_squared_error: 445.1708 - val_loss: 167.0700 - val_mean_squared_error: 167.0700
Epoch 27/30
81/81 [==============================] - 4s 49ms/step - loss: 458.7506 - mean_squared_error: 458.7506 - val_loss: 100.7693 - val_mean_squared_error: 100.7693
Epoch 28/30
81/81 [==============================] - 4s 49ms/step - loss: 425.5112 - mean_squared_error: 425.5112 - val_loss: 170.8824 - val_mean_squared_error: 170.8824
Epoch 29/30
81/81 [==============================] - 4s 49ms/step - loss: 446.6387 - mean_squared_error: 446.6387 - val_loss: 113.2047 - val_mean_squared_error: 113.2047
Epoch 30/30
81/81 [==============================] - 4s 49ms/step - loss: 415.8551 - mean_squared_error: 415.8551 - val_loss: 49.4835 - val_mean_squared_error: 49.4835
2022-12-10 13:57:29.497037: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:57:29.655705: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:57:29.964054: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:57:30.297506: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 13:57:32.976464: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:57:33.542543: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:57:34.029011: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:57:34.525300: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:57:35.377561: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:57:36.218055: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:57:37.002572: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4793.6025 - mean_squared_error: 4793.6025
2022-12-10 13:57:51.751855: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:57:51.926099: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:57:52.229942: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:57:52.533082: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 22s 214ms/step - loss: 4793.6025 - mean_squared_error: 4793.6025 - val_loss: 3013.7146 - val_mean_squared_error: 3013.7146
Epoch 2/30
81/81 [==============================] - 4s 51ms/step - loss: 2005.3275 - mean_squared_error: 2005.3275 - val_loss: 188.4691 - val_mean_squared_error: 188.4691
Epoch 3/30
81/81 [==============================] - 4s 50ms/step - loss: 1212.8816 - mean_squared_error: 1212.8816 - val_loss: 372.2895 - val_mean_squared_error: 372.2895
Epoch 4/30
81/81 [==============================] - 4s 47ms/step - loss: 841.8762 - mean_squared_error: 841.8762 - val_loss: 56.8703 - val_mean_squared_error: 56.8703
Epoch 5/30
81/81 [==============================] - 4s 48ms/step - loss: 530.1790 - mean_squared_error: 530.1790 - val_loss: 121.6680 - val_mean_squared_error: 121.6680
Epoch 6/30
81/81 [==============================] - 4s 47ms/step - loss: 226.1952 - mean_squared_error: 226.1952 - val_loss: 341.2931 - val_mean_squared_error: 341.2931
Epoch 7/30
81/81 [==============================] - 4s 45ms/step - loss: 88.8875 - mean_squared_error: 88.8875 - val_loss: 179.2756 - val_mean_squared_error: 179.2756
Epoch 8/30
81/81 [==============================] - 4s 45ms/step - loss: 82.9047 - mean_squared_error: 82.9047 - val_loss: 128.0342 - val_mean_squared_error: 128.0341
Epoch 9/30
81/81 [==============================] - 4s 46ms/step - loss: 78.5747 - mean_squared_error: 78.5747 - val_loss: 50.2677 - val_mean_squared_error: 50.2677
Epoch 10/30
81/81 [==============================] - 4s 44ms/step - loss: 76.2842 - mean_squared_error: 76.2842 - val_loss: 55.7179 - val_mean_squared_error: 55.7179
Epoch 11/30
81/81 [==============================] - 4s 44ms/step - loss: 70.5101 - mean_squared_error: 70.5101 - val_loss: 50.8342 - val_mean_squared_error: 50.8342
Epoch 12/30
81/81 [==============================] - 4s 45ms/step - loss: 70.4951 - mean_squared_error: 70.4951 - val_loss: 38.1976 - val_mean_squared_error: 38.1976
Epoch 13/30
81/81 [==============================] - 4s 43ms/step - loss: 68.0025 - mean_squared_error: 68.0025 - val_loss: 68.3093 - val_mean_squared_error: 68.3093
Epoch 14/30
81/81 [==============================] - 4s 45ms/step - loss: 64.5593 - mean_squared_error: 64.5593 - val_loss: 40.0910 - val_mean_squared_error: 40.0910
Epoch 15/30
81/81 [==============================] - 4s 44ms/step - loss: 62.9523 - mean_squared_error: 62.9523 - val_loss: 29.5577 - val_mean_squared_error: 29.5577
Epoch 16/30
81/81 [==============================] - 4s 44ms/step - loss: 62.3920 - mean_squared_error: 62.3920 - val_loss: 29.3799 - val_mean_squared_error: 29.3799
Epoch 17/30
81/81 [==============================] - 4s 44ms/step - loss: 60.5064 - mean_squared_error: 60.5064 - val_loss: 49.5436 - val_mean_squared_error: 49.5436
Epoch 18/30
81/81 [==============================] - 4s 43ms/step - loss: 56.2188 - mean_squared_error: 56.2188 - val_loss: 33.7322 - val_mean_squared_error: 33.7322
Epoch 19/30
81/81 [==============================] - 4s 45ms/step - loss: 55.1494 - mean_squared_error: 55.1494 - val_loss: 37.4934 - val_mean_squared_error: 37.4934
Epoch 20/30
81/81 [==============================] - 4s 44ms/step - loss: 55.3229 - mean_squared_error: 55.3229 - val_loss: 49.9650 - val_mean_squared_error: 49.9650
Epoch 21/30
81/81 [==============================] - 3s 43ms/step - loss: 55.7040 - mean_squared_error: 55.7040 - val_loss: 77.8111 - val_mean_squared_error: 77.8111
Epoch 22/30
81/81 [==============================] - 3s 43ms/step - loss: 48.9531 - mean_squared_error: 48.9531 - val_loss: 43.6243 - val_mean_squared_error: 43.6243
Epoch 23/30
81/81 [==============================] - 4s 44ms/step - loss: 52.3210 - mean_squared_error: 52.3210 - val_loss: 31.6369 - val_mean_squared_error: 31.6369
Epoch 24/30
81/81 [==============================] - 3s 43ms/step - loss: 51.1945 - mean_squared_error: 51.1945 - val_loss: 43.7766 - val_mean_squared_error: 43.7766
Epoch 25/30
81/81 [==============================] - 4s 48ms/step - loss: 46.4408 - mean_squared_error: 46.4408 - val_loss: 55.4978 - val_mean_squared_error: 55.4978
Epoch 26/30
81/81 [==============================] - 4s 44ms/step - loss: 41.8277 - mean_squared_error: 41.8277 - val_loss: 40.6141 - val_mean_squared_error: 40.6141
Epoch 27/30
81/81 [==============================] - 3s 43ms/step - loss: 49.7955 - mean_squared_error: 49.7955 - val_loss: 38.4756 - val_mean_squared_error: 38.4756
Epoch 28/30
81/81 [==============================] - 4s 44ms/step - loss: 43.6938 - mean_squared_error: 43.6938 - val_loss: 26.6079 - val_mean_squared_error: 26.6078
Epoch 29/30
81/81 [==============================] - 3s 43ms/step - loss: 44.5352 - mean_squared_error: 44.5352 - val_loss: 111.1965 - val_mean_squared_error: 111.1965
Epoch 30/30
81/81 [==============================] - 4s 44ms/step - loss: 48.6354 - mean_squared_error: 48.6354 - val_loss: 27.7320 - val_mean_squared_error: 27.7320
2022-12-10 13:59:40.913903: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:59:41.091997: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:59:41.412678: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:59:41.783475: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 48)
(286, 48)
Epoch 1/30
2022-12-10 13:59:44.541389: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:59:45.074708: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:59:45.537718: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:59:46.070827: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:59:47.143912: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:59:48.031536: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 13:59:48.930308: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4889.8521 - mean_squared_error: 4889.8521
2022-12-10 14:00:04.860053: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:00:05.040649: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:00:05.371764: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:00:05.711903: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 24s 230ms/step - loss: 4889.8521 - mean_squared_error: 4889.8521 - val_loss: 1432.6816 - val_mean_squared_error: 1432.6816
Epoch 2/30
81/81 [==============================] - 5s 60ms/step - loss: 2704.8164 - mean_squared_error: 2704.8164 - val_loss: 49.5221 - val_mean_squared_error: 49.5221
Epoch 3/30
81/81 [==============================] - 5s 57ms/step - loss: 1551.3754 - mean_squared_error: 1551.3754 - val_loss: 321.8506 - val_mean_squared_error: 321.8506
Epoch 4/30
81/81 [==============================] - 4s 55ms/step - loss: 1112.3809 - mean_squared_error: 1112.3809 - val_loss: 963.1949 - val_mean_squared_error: 963.1949
Epoch 5/30
81/81 [==============================] - 4s 52ms/step - loss: 1072.5178 - mean_squared_error: 1072.5178 - val_loss: 884.3723 - val_mean_squared_error: 884.3723
Epoch 6/30
81/81 [==============================] - 5s 58ms/step - loss: 935.9052 - mean_squared_error: 935.9052 - val_loss: 331.5030 - val_mean_squared_error: 331.5030
Epoch 7/30
81/81 [==============================] - 5s 56ms/step - loss: 763.6494 - mean_squared_error: 763.6494 - val_loss: 238.3951 - val_mean_squared_error: 238.3951
Epoch 8/30
81/81 [==============================] - 4s 53ms/step - loss: 723.9794 - mean_squared_error: 723.9794 - val_loss: 112.1947 - val_mean_squared_error: 112.1947
Epoch 9/30
81/81 [==============================] - 4s 52ms/step - loss: 694.0652 - mean_squared_error: 694.0652 - val_loss: 52.4912 - val_mean_squared_error: 52.4912
Epoch 10/30
81/81 [==============================] - 4s 50ms/step - loss: 658.3582 - mean_squared_error: 658.3582 - val_loss: 36.5989 - val_mean_squared_error: 36.5989
Epoch 11/30
81/81 [==============================] - 4s 53ms/step - loss: 634.5424 - mean_squared_error: 634.5424 - val_loss: 68.1506 - val_mean_squared_error: 68.1506
Epoch 12/30
81/81 [==============================] - 4s 51ms/step - loss: 654.6420 - mean_squared_error: 654.6420 - val_loss: 13.6948 - val_mean_squared_error: 13.6948
Epoch 13/30
81/81 [==============================] - 4s 51ms/step - loss: 645.2293 - mean_squared_error: 645.2293 - val_loss: 27.4018 - val_mean_squared_error: 27.4018
Epoch 14/30
81/81 [==============================] - 4s 51ms/step - loss: 612.0614 - mean_squared_error: 612.0614 - val_loss: 65.5477 - val_mean_squared_error: 65.5477
Epoch 15/30
81/81 [==============================] - 4s 51ms/step - loss: 667.7741 - mean_squared_error: 667.7741 - val_loss: 76.1097 - val_mean_squared_error: 76.1097
Epoch 16/30
81/81 [==============================] - 4s 50ms/step - loss: 634.9048 - mean_squared_error: 634.9048 - val_loss: 40.7155 - val_mean_squared_error: 40.7155
Epoch 17/30
81/81 [==============================] - 4s 52ms/step - loss: 659.2667 - mean_squared_error: 659.2667 - val_loss: 21.5689 - val_mean_squared_error: 21.5689
Epoch 18/30
81/81 [==============================] - 4s 51ms/step - loss: 649.9264 - mean_squared_error: 649.9264 - val_loss: 117.1312 - val_mean_squared_error: 117.1312
Epoch 19/30
81/81 [==============================] - 4s 50ms/step - loss: 654.2527 - mean_squared_error: 654.2527 - val_loss: 49.8047 - val_mean_squared_error: 49.8047
Epoch 20/30
81/81 [==============================] - 4s 50ms/step - loss: 602.0085 - mean_squared_error: 602.0085 - val_loss: 74.2894 - val_mean_squared_error: 74.2894
Epoch 21/30
81/81 [==============================] - 4s 50ms/step - loss: 622.2353 - mean_squared_error: 622.2353 - val_loss: 23.6921 - val_mean_squared_error: 23.6921
Epoch 22/30
81/81 [==============================] - 5s 57ms/step - loss: 595.9708 - mean_squared_error: 595.9708 - val_loss: 180.8862 - val_mean_squared_error: 180.8862
Epoch 23/30
81/81 [==============================] - 4s 51ms/step - loss: 672.6561 - mean_squared_error: 672.6561 - val_loss: 18.4117 - val_mean_squared_error: 18.4117
Epoch 24/30
81/81 [==============================] - 4s 50ms/step - loss: 642.2774 - mean_squared_error: 642.2774 - val_loss: 55.4423 - val_mean_squared_error: 55.4423
Epoch 25/30
81/81 [==============================] - 4s 51ms/step - loss: 653.2971 - mean_squared_error: 653.2971 - val_loss: 62.1811 - val_mean_squared_error: 62.1811
Epoch 26/30
81/81 [==============================] - 4s 51ms/step - loss: 623.3389 - mean_squared_error: 623.3389 - val_loss: 18.8756 - val_mean_squared_error: 18.8756
Epoch 27/30
81/81 [==============================] - 4s 50ms/step - loss: 657.2673 - mean_squared_error: 657.2673 - val_loss: 140.8758 - val_mean_squared_error: 140.8758
Epoch 28/30
81/81 [==============================] - 4s 51ms/step - loss: 642.3364 - mean_squared_error: 642.3364 - val_loss: 21.8499 - val_mean_squared_error: 21.8499
Epoch 29/30
81/81 [==============================] - 4s 50ms/step - loss: 595.2246 - mean_squared_error: 595.2246 - val_loss: 35.5850 - val_mean_squared_error: 35.5850
Epoch 30/30
81/81 [==============================] - 4s 51ms/step - loss: 590.0130 - mean_squared_error: 590.0130 - val_loss: 80.8537 - val_mean_squared_error: 80.8537
2022-12-10 14:02:11.381111: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:02:11.559875: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:02:11.883110: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:02:12.230517: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.19041704 0.15281651 0.44309554 ... 0.         0.         0.        ]
 [0.18030169 0.18600112 0.44272007 ... 0.         0.         0.        ]
 ...
 [0.07808341 0.07933631 0.74735086 ... 0.         0.         0.        ]
 [0.0743567  0.07306191 0.76512307 ... 0.         0.         0.        ]
 [0.07488909 0.08951478 0.76583229 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 14:02:15.188133: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:02:15.749143: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:02:16.239728: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:02:16.780570: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:02:17.891154: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:02:18.786261: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:02:19.683946: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4768.6265 - mean_squared_error: 4768.6265
2022-12-10 14:02:35.587406: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:02:35.754495: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:02:36.076550: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:02:36.417383: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 24s 227ms/step - loss: 4768.6265 - mean_squared_error: 4768.6265 - val_loss: 1518.2692 - val_mean_squared_error: 1518.2692
Epoch 2/30
81/81 [==============================] - 5s 56ms/step - loss: 1982.2150 - mean_squared_error: 1982.2150 - val_loss: 120.9519 - val_mean_squared_error: 120.9519
Epoch 3/30
81/81 [==============================] - 4s 53ms/step - loss: 1274.3397 - mean_squared_error: 1274.3397 - val_loss: 1533.5856 - val_mean_squared_error: 1533.5856
Epoch 4/30
81/81 [==============================] - 4s 53ms/step - loss: 644.1752 - mean_squared_error: 644.1752 - val_loss: 486.4539 - val_mean_squared_error: 486.4539
Epoch 5/30
81/81 [==============================] - 4s 50ms/step - loss: 479.8578 - mean_squared_error: 479.8578 - val_loss: 176.3013 - val_mean_squared_error: 176.3013
Epoch 6/30
81/81 [==============================] - 4s 48ms/step - loss: 455.8571 - mean_squared_error: 455.8571 - val_loss: 58.5767 - val_mean_squared_error: 58.5767
Epoch 7/30
81/81 [==============================] - 4s 51ms/step - loss: 441.3591 - mean_squared_error: 441.3591 - val_loss: 32.9224 - val_mean_squared_error: 32.9224
Epoch 8/30
81/81 [==============================] - 4s 49ms/step - loss: 432.9240 - mean_squared_error: 432.9240 - val_loss: 28.9839 - val_mean_squared_error: 28.9839
Epoch 9/30
81/81 [==============================] - 4s 50ms/step - loss: 420.2404 - mean_squared_error: 420.2404 - val_loss: 39.9595 - val_mean_squared_error: 39.9595
Epoch 10/30
81/81 [==============================] - 4s 49ms/step - loss: 345.5752 - mean_squared_error: 345.5752 - val_loss: 44.4678 - val_mean_squared_error: 44.4678
Epoch 11/30
81/81 [==============================] - 4s 47ms/step - loss: 381.4657 - mean_squared_error: 381.4657 - val_loss: 21.8969 - val_mean_squared_error: 21.8969
Epoch 12/30
81/81 [==============================] - 4s 47ms/step - loss: 294.6326 - mean_squared_error: 294.6326 - val_loss: 32.5895 - val_mean_squared_error: 32.5895
Epoch 13/30
81/81 [==============================] - 4s 47ms/step - loss: 319.9002 - mean_squared_error: 319.9002 - val_loss: 51.0397 - val_mean_squared_error: 51.0397
Epoch 14/30
81/81 [==============================] - 4s 48ms/step - loss: 257.5633 - mean_squared_error: 257.5633 - val_loss: 56.1690 - val_mean_squared_error: 56.1690
Epoch 15/30
81/81 [==============================] - 4s 47ms/step - loss: 260.8109 - mean_squared_error: 260.8109 - val_loss: 15.5341 - val_mean_squared_error: 15.5341
Epoch 16/30
81/81 [==============================] - 4s 47ms/step - loss: 242.5595 - mean_squared_error: 242.5595 - val_loss: 15.4311 - val_mean_squared_error: 15.4311
Epoch 17/30
81/81 [==============================] - 4s 48ms/step - loss: 246.1245 - mean_squared_error: 246.1245 - val_loss: 27.2535 - val_mean_squared_error: 27.2535
Epoch 18/30
81/81 [==============================] - 4s 47ms/step - loss: 224.0869 - mean_squared_error: 224.0869 - val_loss: 95.2123 - val_mean_squared_error: 95.2123
Epoch 19/30
81/81 [==============================] - 4s 47ms/step - loss: 196.6102 - mean_squared_error: 196.6102 - val_loss: 17.8514 - val_mean_squared_error: 17.8514
Epoch 20/30
81/81 [==============================] - 4s 47ms/step - loss: 187.5149 - mean_squared_error: 187.5149 - val_loss: 19.4374 - val_mean_squared_error: 19.4374
Epoch 21/30
81/81 [==============================] - 4s 47ms/step - loss: 172.8035 - mean_squared_error: 172.8035 - val_loss: 18.2394 - val_mean_squared_error: 18.2394
Epoch 22/30
81/81 [==============================] - 4s 47ms/step - loss: 176.2939 - mean_squared_error: 176.2939 - val_loss: 69.8862 - val_mean_squared_error: 69.8862
Epoch 23/30
81/81 [==============================] - 4s 48ms/step - loss: 182.4434 - mean_squared_error: 182.4434 - val_loss: 45.2979 - val_mean_squared_error: 45.2979
Epoch 24/30
81/81 [==============================] - 4s 47ms/step - loss: 160.8157 - mean_squared_error: 160.8157 - val_loss: 19.7119 - val_mean_squared_error: 19.7119
Epoch 25/30
81/81 [==============================] - 4s 47ms/step - loss: 139.2245 - mean_squared_error: 139.2245 - val_loss: 71.7183 - val_mean_squared_error: 71.7183
Epoch 26/30
81/81 [==============================] - 4s 46ms/step - loss: 119.3981 - mean_squared_error: 119.3981 - val_loss: 135.2508 - val_mean_squared_error: 135.2508
Epoch 27/30
81/81 [==============================] - 4s 46ms/step - loss: 140.6607 - mean_squared_error: 140.6607 - val_loss: 22.2513 - val_mean_squared_error: 22.2513
Epoch 28/30
81/81 [==============================] - 4s 48ms/step - loss: 119.9781 - mean_squared_error: 119.9781 - val_loss: 73.2187 - val_mean_squared_error: 73.2187
Epoch 29/30
81/81 [==============================] - 4s 46ms/step - loss: 121.8957 - mean_squared_error: 121.8957 - val_loss: 110.4374 - val_mean_squared_error: 110.4374
Epoch 30/30
81/81 [==============================] - 4s 48ms/step - loss: 104.9846 - mean_squared_error: 104.9846 - val_loss: 218.9417 - val_mean_squared_error: 218.9417
2022-12-10 14:04:32.187700: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:04:32.335222: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:04:32.659736: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:04:33.036154: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 40)
(286, 40)
Epoch 1/30
2022-12-10 14:04:35.951451: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:04:36.577883: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:04:37.088442: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:04:37.609611: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:04:38.749064: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:04:39.654144: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:04:40.551341: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4676.8750 - mean_squared_error: 4676.8750
2022-12-10 14:04:56.409891: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:04:56.566413: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:04:56.926427: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:04:57.285548: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 24s 228ms/step - loss: 4676.8750 - mean_squared_error: 4676.8750 - val_loss: 652.2139 - val_mean_squared_error: 652.2139
Epoch 2/30
81/81 [==============================] - 4s 54ms/step - loss: 2048.5913 - mean_squared_error: 2048.5913 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 4s 55ms/step - loss: 1012.0308 - mean_squared_error: 1012.0308 - val_loss: 3086.1355 - val_mean_squared_error: 3086.1355
Epoch 4/30
81/81 [==============================] - 4s 49ms/step - loss: 638.9683 - mean_squared_error: 638.9683 - val_loss: 1351.4382 - val_mean_squared_error: 1351.4382
Epoch 5/30
81/81 [==============================] - 4s 48ms/step - loss: 363.1145 - mean_squared_error: 363.1145 - val_loss: 3520.3311 - val_mean_squared_error: 3520.3308
Epoch 6/30
81/81 [==============================] - 4s 48ms/step - loss: 111.8101 - mean_squared_error: 111.8101 - val_loss: 2029.4486 - val_mean_squared_error: 2029.4486
Epoch 7/30
81/81 [==============================] - 4s 47ms/step - loss: 85.9958 - mean_squared_error: 85.9958 - val_loss: 141.7158 - val_mean_squared_error: 141.7158
Epoch 8/30
81/81 [==============================] - 4s 49ms/step - loss: 73.0246 - mean_squared_error: 73.0246 - val_loss: 36.3240 - val_mean_squared_error: 36.3240
Epoch 9/30
81/81 [==============================] - 4s 46ms/step - loss: 66.0114 - mean_squared_error: 66.0114 - val_loss: 17.3303 - val_mean_squared_error: 17.3303
Epoch 10/30
81/81 [==============================] - 4s 48ms/step - loss: 65.1345 - mean_squared_error: 65.1345 - val_loss: 16.1003 - val_mean_squared_error: 16.1003
Epoch 11/30
81/81 [==============================] - 4s 47ms/step - loss: 56.8892 - mean_squared_error: 56.8892 - val_loss: 17.4919 - val_mean_squared_error: 17.4919
Epoch 12/30
81/81 [==============================] - 4s 46ms/step - loss: 54.9318 - mean_squared_error: 54.9318 - val_loss: 33.1382 - val_mean_squared_error: 33.1382
Epoch 13/30
81/81 [==============================] - 4s 46ms/step - loss: 51.9520 - mean_squared_error: 51.9520 - val_loss: 26.6781 - val_mean_squared_error: 26.6781
Epoch 14/30
81/81 [==============================] - 4s 46ms/step - loss: 51.9619 - mean_squared_error: 51.9619 - val_loss: 18.8691 - val_mean_squared_error: 18.8691
Epoch 15/30
81/81 [==============================] - 4s 46ms/step - loss: 48.4261 - mean_squared_error: 48.4261 - val_loss: 43.4487 - val_mean_squared_error: 43.4487
Epoch 16/30
81/81 [==============================] - 4s 46ms/step - loss: 47.0375 - mean_squared_error: 47.0375 - val_loss: 17.7045 - val_mean_squared_error: 17.7045
Epoch 17/30
81/81 [==============================] - 4s 46ms/step - loss: 47.3044 - mean_squared_error: 47.3044 - val_loss: 132.5375 - val_mean_squared_error: 132.5375
Epoch 18/30
81/81 [==============================] - 4s 45ms/step - loss: 42.4180 - mean_squared_error: 42.4180 - val_loss: 64.0235 - val_mean_squared_error: 64.0235
Epoch 19/30
81/81 [==============================] - 4s 45ms/step - loss: 41.5365 - mean_squared_error: 41.5365 - val_loss: 37.8643 - val_mean_squared_error: 37.8643
Epoch 20/30
81/81 [==============================] - 4s 45ms/step - loss: 45.4099 - mean_squared_error: 45.4099 - val_loss: 55.9371 - val_mean_squared_error: 55.9371
Epoch 21/30
81/81 [==============================] - 4s 45ms/step - loss: 50.6277 - mean_squared_error: 50.6277 - val_loss: 24.9861 - val_mean_squared_error: 24.9861
Epoch 22/30
81/81 [==============================] - 4s 48ms/step - loss: 42.7511 - mean_squared_error: 42.7511 - val_loss: 19.0786 - val_mean_squared_error: 19.0786
Epoch 23/30
81/81 [==============================] - 4s 47ms/step - loss: 47.1610 - mean_squared_error: 47.1610 - val_loss: 73.0109 - val_mean_squared_error: 73.0109
Epoch 24/30
81/81 [==============================] - 4s 45ms/step - loss: 41.4071 - mean_squared_error: 41.4071 - val_loss: 45.8608 - val_mean_squared_error: 45.8608
Epoch 25/30
81/81 [==============================] - 4s 48ms/step - loss: 45.8008 - mean_squared_error: 45.8008 - val_loss: 24.1772 - val_mean_squared_error: 24.1772
Epoch 26/30
81/81 [==============================] - 4s 55ms/step - loss: 38.4423 - mean_squared_error: 38.4423 - val_loss: 17.2044 - val_mean_squared_error: 17.2044
Epoch 27/30
81/81 [==============================] - 4s 47ms/step - loss: 44.0934 - mean_squared_error: 44.0934 - val_loss: 14.1388 - val_mean_squared_error: 14.1388
Epoch 28/30
81/81 [==============================] - 4s 47ms/step - loss: 39.7969 - mean_squared_error: 39.7969 - val_loss: 32.8046 - val_mean_squared_error: 32.8046
Epoch 29/30
81/81 [==============================] - 4s 47ms/step - loss: 35.7769 - mean_squared_error: 35.7769 - val_loss: 18.2531 - val_mean_squared_error: 18.2530
Epoch 30/30
81/81 [==============================] - 4s 51ms/step - loss: 43.9213 - mean_squared_error: 43.9213 - val_loss: 232.6206 - val_mean_squared_error: 232.6206
2022-12-10 14:06:51.784067: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:06:51.991873: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:06:52.318447: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:06:52.656079: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.02545398603925091
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 14:06:56.982897: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:06:57.482613: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:06:58.016606: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:06:58.550914: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:06:59.755223: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:07:00.687877: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:07:01.602302: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4848.9912 - mean_squared_error: 4848.9912
2022-12-10 14:07:17.230917: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:07:17.365010: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:07:17.695045: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:07:18.010346: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 25s 223ms/step - loss: 4848.9912 - mean_squared_error: 4848.9912 - val_loss: 892.2101 - val_mean_squared_error: 892.2101
Epoch 2/30
81/81 [==============================] - 4s 55ms/step - loss: 2372.5820 - mean_squared_error: 2372.5820 - val_loss: 128.8239 - val_mean_squared_error: 128.8239
Epoch 3/30
81/81 [==============================] - 4s 50ms/step - loss: 909.9113 - mean_squared_error: 909.9113 - val_loss: 42.8436 - val_mean_squared_error: 42.8436
Epoch 4/30
81/81 [==============================] - 4s 48ms/step - loss: 577.8845 - mean_squared_error: 577.8845 - val_loss: 1794.4116 - val_mean_squared_error: 1794.4116
Epoch 5/30
81/81 [==============================] - 4s 46ms/step - loss: 143.4682 - mean_squared_error: 143.4682 - val_loss: 998.2924 - val_mean_squared_error: 998.2924
Epoch 6/30
81/81 [==============================] - 4s 44ms/step - loss: 86.1295 - mean_squared_error: 86.1295 - val_loss: 147.7560 - val_mean_squared_error: 147.7560
Epoch 7/30
81/81 [==============================] - 4s 45ms/step - loss: 76.0175 - mean_squared_error: 76.0175 - val_loss: 411.7104 - val_mean_squared_error: 411.7104
Epoch 8/30
81/81 [==============================] - 4s 45ms/step - loss: 80.3834 - mean_squared_error: 80.3834 - val_loss: 296.6465 - val_mean_squared_error: 296.6465
Epoch 9/30
81/81 [==============================] - 4s 45ms/step - loss: 72.6762 - mean_squared_error: 72.6762 - val_loss: 123.9713 - val_mean_squared_error: 123.9713
Epoch 10/30
81/81 [==============================] - 4s 43ms/step - loss: 62.9188 - mean_squared_error: 62.9188 - val_loss: 53.8500 - val_mean_squared_error: 53.8500
Epoch 11/30
81/81 [==============================] - 4s 45ms/step - loss: 62.1596 - mean_squared_error: 62.1596 - val_loss: 114.3704 - val_mean_squared_error: 114.3704
Epoch 12/30
81/81 [==============================] - 4s 45ms/step - loss: 64.1412 - mean_squared_error: 64.1412 - val_loss: 60.8125 - val_mean_squared_error: 60.8125
Epoch 13/30
81/81 [==============================] - 4s 44ms/step - loss: 69.0306 - mean_squared_error: 69.0306 - val_loss: 43.5782 - val_mean_squared_error: 43.5782
Epoch 14/30
81/81 [==============================] - 4s 44ms/step - loss: 59.2478 - mean_squared_error: 59.2478 - val_loss: 111.1842 - val_mean_squared_error: 111.1842
Epoch 15/30
81/81 [==============================] - 3s 43ms/step - loss: 48.6642 - mean_squared_error: 48.6642 - val_loss: 52.0651 - val_mean_squared_error: 52.0651
Epoch 16/30
81/81 [==============================] - 3s 43ms/step - loss: 46.5311 - mean_squared_error: 46.5311 - val_loss: 55.9472 - val_mean_squared_error: 55.9472
Epoch 17/30
81/81 [==============================] - 4s 45ms/step - loss: 54.8926 - mean_squared_error: 54.8926 - val_loss: 48.7633 - val_mean_squared_error: 48.7633
Epoch 18/30
81/81 [==============================] - 3s 43ms/step - loss: 48.7139 - mean_squared_error: 48.7139 - val_loss: 41.9180 - val_mean_squared_error: 41.9180
Epoch 19/30
81/81 [==============================] - 3s 43ms/step - loss: 49.4583 - mean_squared_error: 49.4583 - val_loss: 72.6927 - val_mean_squared_error: 72.6927
Epoch 20/30
81/81 [==============================] - 4s 44ms/step - loss: 44.4429 - mean_squared_error: 44.4429 - val_loss: 59.9821 - val_mean_squared_error: 59.9821
Epoch 21/30
81/81 [==============================] - 4s 44ms/step - loss: 53.2066 - mean_squared_error: 53.2066 - val_loss: 66.4619 - val_mean_squared_error: 66.4619
Epoch 22/30
81/81 [==============================] - 4s 43ms/step - loss: 47.1142 - mean_squared_error: 47.1142 - val_loss: 45.8541 - val_mean_squared_error: 45.8541
Epoch 23/30
81/81 [==============================] - 4s 43ms/step - loss: 45.6860 - mean_squared_error: 45.6860 - val_loss: 40.9044 - val_mean_squared_error: 40.9044
Epoch 24/30
81/81 [==============================] - 4s 45ms/step - loss: 46.8009 - mean_squared_error: 46.8009 - val_loss: 50.1944 - val_mean_squared_error: 50.1944
Epoch 25/30
81/81 [==============================] - 4s 44ms/step - loss: 43.7530 - mean_squared_error: 43.7530 - val_loss: 66.8982 - val_mean_squared_error: 66.8982
Epoch 26/30
81/81 [==============================] - 4s 43ms/step - loss: 43.9218 - mean_squared_error: 43.9218 - val_loss: 42.6061 - val_mean_squared_error: 42.6061
Epoch 27/30
81/81 [==============================] - 3s 43ms/step - loss: 44.5804 - mean_squared_error: 44.5804 - val_loss: 51.6324 - val_mean_squared_error: 51.6324
Epoch 28/30
81/81 [==============================] - 4s 44ms/step - loss: 44.3142 - mean_squared_error: 44.3142 - val_loss: 34.1054 - val_mean_squared_error: 34.1054
Epoch 29/30
81/81 [==============================] - 3s 43ms/step - loss: 38.9791 - mean_squared_error: 38.9791 - val_loss: 38.5723 - val_mean_squared_error: 38.5723
Epoch 30/30
81/81 [==============================] - 4s 43ms/step - loss: 41.0273 - mean_squared_error: 41.0273 - val_loss: 45.1050 - val_mean_squared_error: 45.1050
2022-12-10 14:09:05.348416: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:09:05.626755: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:09:05.991847: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:09:06.408538: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 46)
(286, 46)
Epoch 1/30
2022-12-10 14:09:09.587339: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:09:10.194672: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:09:10.743625: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:09:11.314188: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:09:12.437464: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:09:13.383735: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:09:14.342959: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4822.1782 - mean_squared_error: 4822.1782
2022-12-10 14:09:30.730122: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:09:30.918480: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:09:31.243223: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:09:31.589955: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 25s 235ms/step - loss: 4822.1782 - mean_squared_error: 4822.1782 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 5s 59ms/step - loss: 2430.6934 - mean_squared_error: 2430.6934 - val_loss: 417.5618 - val_mean_squared_error: 417.5618
Epoch 3/30
81/81 [==============================] - 5s 57ms/step - loss: 1266.6177 - mean_squared_error: 1266.6177 - val_loss: 715.8948 - val_mean_squared_error: 715.8948
Epoch 4/30
81/81 [==============================] - 4s 51ms/step - loss: 1033.6199 - mean_squared_error: 1033.6199 - val_loss: 858.3748 - val_mean_squared_error: 858.3748
Epoch 5/30
81/81 [==============================] - 4s 53ms/step - loss: 1020.1730 - mean_squared_error: 1020.1730 - val_loss: 818.5212 - val_mean_squared_error: 818.5212
Epoch 6/30
81/81 [==============================] - 4s 50ms/step - loss: 761.2313 - mean_squared_error: 761.2313 - val_loss: 1388.5699 - val_mean_squared_error: 1388.5699
Epoch 7/30
81/81 [==============================] - 4s 53ms/step - loss: 374.0352 - mean_squared_error: 374.0352 - val_loss: 306.8018 - val_mean_squared_error: 306.8018
Epoch 8/30
81/81 [==============================] - 4s 52ms/step - loss: 144.1270 - mean_squared_error: 144.1270 - val_loss: 479.1610 - val_mean_squared_error: 479.1609
Epoch 9/30
81/81 [==============================] - 4s 50ms/step - loss: 110.3348 - mean_squared_error: 110.3348 - val_loss: 54.2399 - val_mean_squared_error: 54.2399
Epoch 10/30
81/81 [==============================] - 4s 51ms/step - loss: 76.9451 - mean_squared_error: 76.9451 - val_loss: 75.8400 - val_mean_squared_error: 75.8400
Epoch 11/30
81/81 [==============================] - 4s 51ms/step - loss: 67.2138 - mean_squared_error: 67.2138 - val_loss: 50.7764 - val_mean_squared_error: 50.7764
Epoch 12/30
81/81 [==============================] - 4s 50ms/step - loss: 58.5428 - mean_squared_error: 58.5428 - val_loss: 21.9547 - val_mean_squared_error: 21.9547
Epoch 13/30
81/81 [==============================] - 4s 49ms/step - loss: 50.1978 - mean_squared_error: 50.1978 - val_loss: 24.3183 - val_mean_squared_error: 24.3183
Epoch 14/30
81/81 [==============================] - 4s 50ms/step - loss: 57.4070 - mean_squared_error: 57.4070 - val_loss: 97.4822 - val_mean_squared_error: 97.4822
Epoch 15/30
81/81 [==============================] - 4s 49ms/step - loss: 58.2153 - mean_squared_error: 58.2153 - val_loss: 21.0411 - val_mean_squared_error: 21.0411
Epoch 16/30
81/81 [==============================] - 4s 49ms/step - loss: 56.2651 - mean_squared_error: 56.2651 - val_loss: 28.2074 - val_mean_squared_error: 28.2074
Epoch 17/30
81/81 [==============================] - 4s 49ms/step - loss: 59.9073 - mean_squared_error: 59.9073 - val_loss: 32.6647 - val_mean_squared_error: 32.6647
Epoch 18/30
81/81 [==============================] - 4s 49ms/step - loss: 55.2877 - mean_squared_error: 55.2877 - val_loss: 18.3888 - val_mean_squared_error: 18.3888
Epoch 19/30
81/81 [==============================] - 4s 51ms/step - loss: 50.2461 - mean_squared_error: 50.2461 - val_loss: 130.4816 - val_mean_squared_error: 130.4816
Epoch 20/30
81/81 [==============================] - 4s 49ms/step - loss: 48.3591 - mean_squared_error: 48.3591 - val_loss: 63.4026 - val_mean_squared_error: 63.4026
Epoch 21/30
81/81 [==============================] - 4s 50ms/step - loss: 51.5034 - mean_squared_error: 51.5034 - val_loss: 21.2281 - val_mean_squared_error: 21.2281
Epoch 22/30
81/81 [==============================] - 4s 51ms/step - loss: 46.4237 - mean_squared_error: 46.4237 - val_loss: 56.2699 - val_mean_squared_error: 56.2699
Epoch 23/30
81/81 [==============================] - 4s 49ms/step - loss: 42.6768 - mean_squared_error: 42.6768 - val_loss: 21.0805 - val_mean_squared_error: 21.0805
Epoch 24/30
81/81 [==============================] - 4s 48ms/step - loss: 39.9373 - mean_squared_error: 39.9373 - val_loss: 30.0238 - val_mean_squared_error: 30.0238
Epoch 25/30
81/81 [==============================] - 4s 49ms/step - loss: 46.8666 - mean_squared_error: 46.8666 - val_loss: 73.8330 - val_mean_squared_error: 73.8330
Epoch 26/30
81/81 [==============================] - 4s 48ms/step - loss: 52.1074 - mean_squared_error: 52.1074 - val_loss: 43.3693 - val_mean_squared_error: 43.3693
Epoch 27/30
81/81 [==============================] - 4s 49ms/step - loss: 53.7152 - mean_squared_error: 53.7152 - val_loss: 113.9144 - val_mean_squared_error: 113.9144
Epoch 28/30
81/81 [==============================] - 4s 49ms/step - loss: 43.4018 - mean_squared_error: 43.4018 - val_loss: 56.2613 - val_mean_squared_error: 56.2613
Epoch 29/30
81/81 [==============================] - 4s 49ms/step - loss: 47.0811 - mean_squared_error: 47.0811 - val_loss: 37.5687 - val_mean_squared_error: 37.5687
Epoch 30/30
81/81 [==============================] - 4s 49ms/step - loss: 57.0404 - mean_squared_error: 57.0404 - val_loss: 104.1570 - val_mean_squared_error: 104.1570
2022-12-10 14:11:33.417092: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:11:33.619354: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:11:34.016626: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:11:34.372447: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 48)
(286, 48)
Epoch 1/30
2022-12-10 14:11:37.283731: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:11:37.795285: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:11:38.318920: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:11:38.856036: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:11:40.018378: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:11:40.950016: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:11:41.904255: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4834.1885 - mean_squared_error: 4834.1885
2022-12-10 14:11:58.394938: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:11:58.544969: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:11:58.915094: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:11:59.269426: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 25s 237ms/step - loss: 4834.1885 - mean_squared_error: 4834.1885 - val_loss: 684.6569 - val_mean_squared_error: 684.6569
Epoch 2/30
81/81 [==============================] - 5s 67ms/step - loss: 2369.6858 - mean_squared_error: 2369.6858 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 5s 66ms/step - loss: 1444.2744 - mean_squared_error: 1444.2744 - val_loss: 552.5236 - val_mean_squared_error: 552.5236
Epoch 4/30
81/81 [==============================] - 5s 64ms/step - loss: 1082.1210 - mean_squared_error: 1082.1210 - val_loss: 1119.9724 - val_mean_squared_error: 1119.9724
Epoch 5/30
81/81 [==============================] - 4s 52ms/step - loss: 1106.3286 - mean_squared_error: 1106.3286 - val_loss: 442.8329 - val_mean_squared_error: 442.8329
Epoch 6/30
81/81 [==============================] - 4s 54ms/step - loss: 995.3175 - mean_squared_error: 995.3175 - val_loss: 408.5329 - val_mean_squared_error: 408.5329
Epoch 7/30
81/81 [==============================] - 4s 55ms/step - loss: 857.9053 - mean_squared_error: 857.9053 - val_loss: 120.2878 - val_mean_squared_error: 120.2878
Epoch 8/30
81/81 [==============================] - 4s 52ms/step - loss: 718.7191 - mean_squared_error: 718.7191 - val_loss: 54.7919 - val_mean_squared_error: 54.7919
Epoch 9/30
81/81 [==============================] - 4s 52ms/step - loss: 700.6624 - mean_squared_error: 700.6624 - val_loss: 32.9408 - val_mean_squared_error: 32.9408
Epoch 10/30
81/81 [==============================] - 4s 49ms/step - loss: 683.8392 - mean_squared_error: 683.8392 - val_loss: 46.0920 - val_mean_squared_error: 46.0920
Epoch 11/30
81/81 [==============================] - 4s 49ms/step - loss: 673.9625 - mean_squared_error: 673.9625 - val_loss: 36.2529 - val_mean_squared_error: 36.2529
Epoch 12/30
81/81 [==============================] - 4s 50ms/step - loss: 680.8107 - mean_squared_error: 680.8107 - val_loss: 223.8137 - val_mean_squared_error: 223.8137
Epoch 13/30
81/81 [==============================] - 4s 52ms/step - loss: 686.7092 - mean_squared_error: 686.7092 - val_loss: 42.3359 - val_mean_squared_error: 42.3359
Epoch 14/30
81/81 [==============================] - 4s 50ms/step - loss: 739.5225 - mean_squared_error: 739.5225 - val_loss: 534.2137 - val_mean_squared_error: 534.2137
Epoch 15/30
81/81 [==============================] - 4s 49ms/step - loss: 657.7190 - mean_squared_error: 657.7190 - val_loss: 151.1920 - val_mean_squared_error: 151.1920
Epoch 16/30
81/81 [==============================] - 4s 51ms/step - loss: 680.8903 - mean_squared_error: 680.8903 - val_loss: 122.3451 - val_mean_squared_error: 122.3451
Epoch 17/30
81/81 [==============================] - 4s 49ms/step - loss: 600.4822 - mean_squared_error: 600.4822 - val_loss: 165.6186 - val_mean_squared_error: 165.6186
Epoch 18/30
81/81 [==============================] - 4s 50ms/step - loss: 610.6122 - mean_squared_error: 610.6122 - val_loss: 223.8845 - val_mean_squared_error: 223.8845
Epoch 19/30
81/81 [==============================] - 4s 50ms/step - loss: 614.5565 - mean_squared_error: 614.5565 - val_loss: 78.7069 - val_mean_squared_error: 78.7069
Epoch 20/30
81/81 [==============================] - 4s 49ms/step - loss: 644.9096 - mean_squared_error: 644.9096 - val_loss: 45.6818 - val_mean_squared_error: 45.6818
Epoch 21/30
81/81 [==============================] - 4s 49ms/step - loss: 625.6207 - mean_squared_error: 625.6207 - val_loss: 168.1206 - val_mean_squared_error: 168.1206
Epoch 22/30
81/81 [==============================] - 4s 50ms/step - loss: 655.9350 - mean_squared_error: 655.9350 - val_loss: 384.5197 - val_mean_squared_error: 384.5197
Epoch 23/30
81/81 [==============================] - 4s 49ms/step - loss: 635.7393 - mean_squared_error: 635.7393 - val_loss: 48.4587 - val_mean_squared_error: 48.4587
Epoch 24/30
81/81 [==============================] - 4s 49ms/step - loss: 639.4424 - mean_squared_error: 639.4424 - val_loss: 88.0830 - val_mean_squared_error: 88.0830
Epoch 25/30
81/81 [==============================] - 4s 50ms/step - loss: 623.1660 - mean_squared_error: 623.1660 - val_loss: 294.3405 - val_mean_squared_error: 294.3405
Epoch 26/30
81/81 [==============================] - 4s 51ms/step - loss: 609.5203 - mean_squared_error: 609.5203 - val_loss: 436.7506 - val_mean_squared_error: 436.7506
Epoch 27/30
81/81 [==============================] - 4s 51ms/step - loss: 513.3657 - mean_squared_error: 513.3657 - val_loss: 104.9103 - val_mean_squared_error: 104.9103
Epoch 28/30
81/81 [==============================] - 4s 51ms/step - loss: 471.3327 - mean_squared_error: 471.3327 - val_loss: 189.3625 - val_mean_squared_error: 189.3625
Epoch 29/30
81/81 [==============================] - 4s 49ms/step - loss: 457.3083 - mean_squared_error: 457.3083 - val_loss: 61.0925 - val_mean_squared_error: 61.0925
Epoch 30/30
81/81 [==============================] - 4s 51ms/step - loss: 466.7767 - mean_squared_error: 466.7767 - val_loss: 495.1660 - val_mean_squared_error: 495.1660
2022-12-10 14:14:03.876875: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:14:04.059984: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:14:04.454983: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:14:04.853754: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.19041704 0.15281651 0.44309554 ... 0.         0.         0.        ]
 [0.18030169 0.18600112 0.44272007 ... 0.         0.         0.        ]
 ...
 [0.07808341 0.07933631 0.74735086 ... 0.         0.         0.        ]
 [0.0743567  0.07306191 0.76512307 ... 0.         0.         0.        ]
 [0.07488909 0.08951478 0.76583229 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 14:14:08.804527: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:14:09.826300: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:14:10.335700: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:14:10.908917: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:14:12.179212: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:14:13.246553: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:14:14.263140: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4773.2661 - mean_squared_error: 4773.2661
2022-12-10 14:14:30.786558: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:14:30.984509: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:14:31.288937: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:14:31.609820: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 26s 236ms/step - loss: 4773.2661 - mean_squared_error: 4773.2661 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 5s 59ms/step - loss: 2493.7227 - mean_squared_error: 2493.7227 - val_loss: 1115.0295 - val_mean_squared_error: 1115.0295
Epoch 3/30
81/81 [==============================] - 4s 53ms/step - loss: 1873.9640 - mean_squared_error: 1873.9640 - val_loss: 34.6209 - val_mean_squared_error: 34.6209
Epoch 4/30
81/81 [==============================] - 4s 49ms/step - loss: 1185.8488 - mean_squared_error: 1185.8488 - val_loss: 1033.4805 - val_mean_squared_error: 1033.4803
Epoch 5/30
81/81 [==============================] - 4s 51ms/step - loss: 747.1584 - mean_squared_error: 747.1584 - val_loss: 3998.7024 - val_mean_squared_error: 3998.7024
Epoch 6/30
81/81 [==============================] - 4s 47ms/step - loss: 412.8896 - mean_squared_error: 412.8896 - val_loss: 1996.1541 - val_mean_squared_error: 1996.1541
Epoch 7/30
81/81 [==============================] - 4s 47ms/step - loss: 229.7644 - mean_squared_error: 229.7644 - val_loss: 1850.4720 - val_mean_squared_error: 1850.4720
Epoch 8/30
81/81 [==============================] - 4s 49ms/step - loss: 209.3191 - mean_squared_error: 209.3191 - val_loss: 166.2589 - val_mean_squared_error: 166.2589
Epoch 9/30
81/81 [==============================] - 4s 47ms/step - loss: 200.9900 - mean_squared_error: 200.9900 - val_loss: 59.6021 - val_mean_squared_error: 59.6021
Epoch 10/30
81/81 [==============================] - 4s 46ms/step - loss: 161.0404 - mean_squared_error: 161.0404 - val_loss: 140.8581 - val_mean_squared_error: 140.8581
Epoch 11/30
81/81 [==============================] - 4s 47ms/step - loss: 145.1679 - mean_squared_error: 145.1679 - val_loss: 34.2748 - val_mean_squared_error: 34.2748
Epoch 12/30
81/81 [==============================] - 4s 46ms/step - loss: 134.2596 - mean_squared_error: 134.2596 - val_loss: 160.5431 - val_mean_squared_error: 160.5431
Epoch 13/30
81/81 [==============================] - 4s 48ms/step - loss: 121.9174 - mean_squared_error: 121.9174 - val_loss: 26.0518 - val_mean_squared_error: 26.0518
Epoch 14/30
81/81 [==============================] - 4s 46ms/step - loss: 108.5264 - mean_squared_error: 108.5264 - val_loss: 53.5274 - val_mean_squared_error: 53.5274
Epoch 15/30
81/81 [==============================] - 4s 46ms/step - loss: 114.1656 - mean_squared_error: 114.1656 - val_loss: 32.7034 - val_mean_squared_error: 32.7034
Epoch 16/30
81/81 [==============================] - 4s 47ms/step - loss: 79.2811 - mean_squared_error: 79.2811 - val_loss: 37.7914 - val_mean_squared_error: 37.7914
Epoch 17/30
81/81 [==============================] - 4s 46ms/step - loss: 77.1569 - mean_squared_error: 77.1569 - val_loss: 67.3555 - val_mean_squared_error: 67.3555
Epoch 18/30
81/81 [==============================] - 4s 45ms/step - loss: 66.9380 - mean_squared_error: 66.9380 - val_loss: 51.5182 - val_mean_squared_error: 51.5182
Epoch 19/30
81/81 [==============================] - 4s 48ms/step - loss: 70.0179 - mean_squared_error: 70.0179 - val_loss: 36.5742 - val_mean_squared_error: 36.5742
Epoch 20/30
81/81 [==============================] - 4s 46ms/step - loss: 59.3789 - mean_squared_error: 59.3789 - val_loss: 59.3792 - val_mean_squared_error: 59.3792
Epoch 21/30
81/81 [==============================] - 4s 45ms/step - loss: 68.5156 - mean_squared_error: 68.5156 - val_loss: 90.4728 - val_mean_squared_error: 90.4728
Epoch 22/30
81/81 [==============================] - 4s 48ms/step - loss: 61.5177 - mean_squared_error: 61.5177 - val_loss: 35.8387 - val_mean_squared_error: 35.8387
Epoch 23/30
81/81 [==============================] - 4s 46ms/step - loss: 48.4909 - mean_squared_error: 48.4909 - val_loss: 33.4339 - val_mean_squared_error: 33.4339
Epoch 24/30
81/81 [==============================] - 4s 47ms/step - loss: 59.6249 - mean_squared_error: 59.6249 - val_loss: 32.8999 - val_mean_squared_error: 32.8999
Epoch 25/30
81/81 [==============================] - 4s 46ms/step - loss: 50.1504 - mean_squared_error: 50.1504 - val_loss: 55.3590 - val_mean_squared_error: 55.3590
Epoch 26/30
81/81 [==============================] - 4s 46ms/step - loss: 53.3863 - mean_squared_error: 53.3863 - val_loss: 39.8034 - val_mean_squared_error: 39.8034
Epoch 27/30
81/81 [==============================] - 4s 47ms/step - loss: 45.2673 - mean_squared_error: 45.2673 - val_loss: 40.0129 - val_mean_squared_error: 40.0129
Epoch 28/30
81/81 [==============================] - 4s 46ms/step - loss: 50.8575 - mean_squared_error: 50.8575 - val_loss: 38.8808 - val_mean_squared_error: 38.8808
Epoch 29/30
81/81 [==============================] - 4s 46ms/step - loss: 51.3472 - mean_squared_error: 51.3472 - val_loss: 28.9562 - val_mean_squared_error: 28.9562
Epoch 30/30
81/81 [==============================] - 4s 46ms/step - loss: 39.9353 - mean_squared_error: 39.9353 - val_loss: 46.8686 - val_mean_squared_error: 46.8686
2022-12-10 14:16:25.331851: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:16:25.503586: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:16:25.817363: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:16:26.157300: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 40)
(286, 40)
Epoch 1/30
2022-12-10 14:16:29.781202: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:16:30.329343: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:16:30.841616: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:16:31.386051: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:16:32.537459: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:16:33.571434: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:16:34.551437: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4818.1108 - mean_squared_error: 4818.1108
2022-12-10 14:16:50.642847: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:16:50.846837: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:16:51.181317: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:16:51.514046: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 24s 227ms/step - loss: 4818.1108 - mean_squared_error: 4818.1108 - val_loss: 834.7080 - val_mean_squared_error: 834.7080
Epoch 2/30
81/81 [==============================] - 5s 60ms/step - loss: 2618.1238 - mean_squared_error: 2618.1238 - val_loss: 184.9984 - val_mean_squared_error: 184.9984
Epoch 3/30
81/81 [==============================] - 4s 53ms/step - loss: 2225.2068 - mean_squared_error: 2225.2068 - val_loss: 74.8391 - val_mean_squared_error: 74.8391
Epoch 4/30
81/81 [==============================] - 4s 53ms/step - loss: 1620.4939 - mean_squared_error: 1620.4939 - val_loss: 4784.1919 - val_mean_squared_error: 4784.1919
Epoch 5/30
81/81 [==============================] - 4s 47ms/step - loss: 299.1255 - mean_squared_error: 299.1255 - val_loss: 1381.8434 - val_mean_squared_error: 1381.8434
Epoch 6/30
81/81 [==============================] - 4s 47ms/step - loss: 103.5743 - mean_squared_error: 103.5743 - val_loss: 398.8228 - val_mean_squared_error: 398.8228
Epoch 7/30
81/81 [==============================] - 4s 48ms/step - loss: 91.8068 - mean_squared_error: 91.8068 - val_loss: 37.0228 - val_mean_squared_error: 37.0228
Epoch 8/30
81/81 [==============================] - 4s 47ms/step - loss: 75.5100 - mean_squared_error: 75.5100 - val_loss: 22.0828 - val_mean_squared_error: 22.0828
Epoch 9/30
81/81 [==============================] - 4s 47ms/step - loss: 67.3090 - mean_squared_error: 67.3090 - val_loss: 195.8275 - val_mean_squared_error: 195.8275
Epoch 10/30
81/81 [==============================] - 4s 46ms/step - loss: 69.4022 - mean_squared_error: 69.4022 - val_loss: 130.2413 - val_mean_squared_error: 130.2413
Epoch 11/30
81/81 [==============================] - 4s 47ms/step - loss: 51.4100 - mean_squared_error: 51.4100 - val_loss: 186.9657 - val_mean_squared_error: 186.9657
Epoch 12/30
81/81 [==============================] - 4s 45ms/step - loss: 50.7492 - mean_squared_error: 50.7492 - val_loss: 320.8341 - val_mean_squared_error: 320.8341
Epoch 13/30
81/81 [==============================] - 4s 48ms/step - loss: 59.0992 - mean_squared_error: 59.0992 - val_loss: 164.4567 - val_mean_squared_error: 164.4567
Epoch 14/30
81/81 [==============================] - 4s 45ms/step - loss: 48.7458 - mean_squared_error: 48.7458 - val_loss: 26.8070 - val_mean_squared_error: 26.8070
Epoch 15/30
81/81 [==============================] - 4s 45ms/step - loss: 53.2177 - mean_squared_error: 53.2177 - val_loss: 54.4545 - val_mean_squared_error: 54.4545
Epoch 16/30
81/81 [==============================] - 4s 46ms/step - loss: 49.2572 - mean_squared_error: 49.2572 - val_loss: 92.1017 - val_mean_squared_error: 92.1017
Epoch 17/30
81/81 [==============================] - 4s 46ms/step - loss: 53.6628 - mean_squared_error: 53.6628 - val_loss: 163.4831 - val_mean_squared_error: 163.4831
Epoch 18/30
81/81 [==============================] - 4s 46ms/step - loss: 44.9305 - mean_squared_error: 44.9305 - val_loss: 50.8795 - val_mean_squared_error: 50.8795
Epoch 19/30
81/81 [==============================] - 4s 46ms/step - loss: 48.6725 - mean_squared_error: 48.6725 - val_loss: 325.1936 - val_mean_squared_error: 325.1936
Epoch 20/30
81/81 [==============================] - 4s 45ms/step - loss: 44.3752 - mean_squared_error: 44.3752 - val_loss: 117.4700 - val_mean_squared_error: 117.4700
Epoch 21/30
81/81 [==============================] - 4s 51ms/step - loss: 40.4375 - mean_squared_error: 40.4375 - val_loss: 109.5093 - val_mean_squared_error: 109.5093
Epoch 22/30
81/81 [==============================] - 4s 46ms/step - loss: 42.8261 - mean_squared_error: 42.8261 - val_loss: 64.5885 - val_mean_squared_error: 64.5885
Epoch 23/30
81/81 [==============================] - 4s 46ms/step - loss: 50.9022 - mean_squared_error: 50.9022 - val_loss: 61.7601 - val_mean_squared_error: 61.7601
Epoch 24/30
81/81 [==============================] - 4s 45ms/step - loss: 45.2385 - mean_squared_error: 45.2385 - val_loss: 32.6316 - val_mean_squared_error: 32.6316
Epoch 25/30
81/81 [==============================] - 4s 45ms/step - loss: 40.9883 - mean_squared_error: 40.9883 - val_loss: 44.0404 - val_mean_squared_error: 44.0404
Epoch 26/30
81/81 [==============================] - 4s 46ms/step - loss: 41.6284 - mean_squared_error: 41.6284 - val_loss: 69.7839 - val_mean_squared_error: 69.7839
Epoch 27/30
81/81 [==============================] - 4s 46ms/step - loss: 50.1938 - mean_squared_error: 50.1938 - val_loss: 31.0315 - val_mean_squared_error: 31.0315
Epoch 28/30
81/81 [==============================] - 4s 45ms/step - loss: 43.9944 - mean_squared_error: 43.9944 - val_loss: 28.1875 - val_mean_squared_error: 28.1875
Epoch 29/30
81/81 [==============================] - 4s 45ms/step - loss: 39.8026 - mean_squared_error: 39.8026 - val_loss: 85.0346 - val_mean_squared_error: 85.0346
Epoch 30/30
81/81 [==============================] - 4s 45ms/step - loss: 42.2124 - mean_squared_error: 42.2124 - val_loss: 30.6535 - val_mean_squared_error: 30.6535
2022-12-10 14:18:44.223018: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:18:44.355678: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:18:44.685320: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:18:45.021097: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx :  4
best_solution :  [0 1 1 1 1 0 1 1 1 0 0 0 1 0 1 1 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 1 0 1 1 1 1
 1 1 0 0 0 0 0 0 1 1 0 1 0 1 1 0 0 0 0 1 1 1 0 0 1 1 0 1 0 0 1 1 0 0 0 1 1
 1 1 1 0 1 0 1]
Selected indices :  [ 1  2  3  4  6  7  8 12 14 15 17 22 28 31 33 34 35 36 37 38 45 46 48 50
 51 56 57 58 61 62 64 67 68 72 73 74 75 76 78 80]
Number of selected elements :  40
Best solution fitness :  0.020606749829823676
Generation:  6
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 14:18:48.711900: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:18:49.268261: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:18:49.757585: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:18:50.271156: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:18:51.469621: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:18:52.394937: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:18:53.332618: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4707.6948 - mean_squared_error: 4707.6948
2022-12-10 14:19:09.266653: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:19:09.413561: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:19:09.755437: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:19:10.077105: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 25s 227ms/step - loss: 4707.6948 - mean_squared_error: 4707.6948 - val_loss: 374.0321 - val_mean_squared_error: 374.0321
Epoch 2/30
81/81 [==============================] - 5s 56ms/step - loss: 1910.5848 - mean_squared_error: 1910.5848 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 4s 49ms/step - loss: 945.3149 - mean_squared_error: 945.3149 - val_loss: 60.6653 - val_mean_squared_error: 60.6653
Epoch 4/30
81/81 [==============================] - 4s 49ms/step - loss: 695.1851 - mean_squared_error: 695.1851 - val_loss: 50.1048 - val_mean_squared_error: 50.1048
Epoch 5/30
81/81 [==============================] - 4s 50ms/step - loss: 393.4147 - mean_squared_error: 393.4147 - val_loss: 24.4584 - val_mean_squared_error: 24.4584
Epoch 6/30
81/81 [==============================] - 4s 45ms/step - loss: 364.9533 - mean_squared_error: 364.9533 - val_loss: 49.8198 - val_mean_squared_error: 49.8198
Epoch 7/30
81/81 [==============================] - 4s 46ms/step - loss: 222.7581 - mean_squared_error: 222.7581 - val_loss: 215.5705 - val_mean_squared_error: 215.5705
Epoch 8/30
81/81 [==============================] - 4s 45ms/step - loss: 168.2246 - mean_squared_error: 168.2246 - val_loss: 186.5561 - val_mean_squared_error: 186.5561
Epoch 9/30
81/81 [==============================] - 4s 44ms/step - loss: 120.3867 - mean_squared_error: 120.3867 - val_loss: 46.8553 - val_mean_squared_error: 46.8553
Epoch 10/30
81/81 [==============================] - 4s 48ms/step - loss: 125.0878 - mean_squared_error: 125.0878 - val_loss: 141.1661 - val_mean_squared_error: 141.1661
Epoch 11/30
81/81 [==============================] - 4s 45ms/step - loss: 92.4210 - mean_squared_error: 92.4210 - val_loss: 65.3463 - val_mean_squared_error: 65.3463
Epoch 12/30
81/81 [==============================] - 4s 46ms/step - loss: 75.6816 - mean_squared_error: 75.6816 - val_loss: 66.3902 - val_mean_squared_error: 66.3902
Epoch 13/30
81/81 [==============================] - 4s 44ms/step - loss: 49.6456 - mean_squared_error: 49.6456 - val_loss: 71.0535 - val_mean_squared_error: 71.0535
Epoch 14/30
81/81 [==============================] - 3s 43ms/step - loss: 54.7497 - mean_squared_error: 54.7497 - val_loss: 130.9729 - val_mean_squared_error: 130.9729
Epoch 15/30
81/81 [==============================] - 3s 43ms/step - loss: 57.5680 - mean_squared_error: 57.5680 - val_loss: 79.0510 - val_mean_squared_error: 79.0510
Epoch 16/30
81/81 [==============================] - 4s 44ms/step - loss: 50.4568 - mean_squared_error: 50.4568 - val_loss: 132.7825 - val_mean_squared_error: 132.7825
Epoch 17/30
81/81 [==============================] - 4s 43ms/step - loss: 50.2498 - mean_squared_error: 50.2498 - val_loss: 71.8143 - val_mean_squared_error: 71.8143
Epoch 18/30
81/81 [==============================] - 3s 43ms/step - loss: 46.0917 - mean_squared_error: 46.0917 - val_loss: 115.2485 - val_mean_squared_error: 115.2485
Epoch 19/30
81/81 [==============================] - 4s 44ms/step - loss: 44.2628 - mean_squared_error: 44.2628 - val_loss: 129.7009 - val_mean_squared_error: 129.7009
Epoch 20/30
81/81 [==============================] - 3s 43ms/step - loss: 41.4902 - mean_squared_error: 41.4902 - val_loss: 60.7588 - val_mean_squared_error: 60.7588
Epoch 21/30
81/81 [==============================] - 4s 44ms/step - loss: 41.1226 - mean_squared_error: 41.1226 - val_loss: 107.1723 - val_mean_squared_error: 107.1723
Epoch 22/30
81/81 [==============================] - 4s 43ms/step - loss: 47.4899 - mean_squared_error: 47.4899 - val_loss: 93.6505 - val_mean_squared_error: 93.6505
Epoch 23/30
81/81 [==============================] - 4s 44ms/step - loss: 39.5059 - mean_squared_error: 39.5059 - val_loss: 201.9300 - val_mean_squared_error: 201.9300
Epoch 24/30
81/81 [==============================] - 4s 45ms/step - loss: 38.5266 - mean_squared_error: 38.5266 - val_loss: 73.3543 - val_mean_squared_error: 73.3543
Epoch 25/30
81/81 [==============================] - 4s 43ms/step - loss: 46.3111 - mean_squared_error: 46.3111 - val_loss: 134.7988 - val_mean_squared_error: 134.7988
Epoch 26/30
81/81 [==============================] - 3s 43ms/step - loss: 39.7049 - mean_squared_error: 39.7049 - val_loss: 83.1671 - val_mean_squared_error: 83.1671
Epoch 27/30
81/81 [==============================] - 3s 43ms/step - loss: 41.2400 - mean_squared_error: 41.2400 - val_loss: 46.4246 - val_mean_squared_error: 46.4246
Epoch 28/30
81/81 [==============================] - 3s 43ms/step - loss: 44.0014 - mean_squared_error: 44.0014 - val_loss: 68.3390 - val_mean_squared_error: 68.3390
Epoch 29/30
81/81 [==============================] - 3s 43ms/step - loss: 37.5040 - mean_squared_error: 37.5040 - val_loss: 131.2572 - val_mean_squared_error: 131.2572
Epoch 30/30
81/81 [==============================] - 3s 43ms/step - loss: 41.5099 - mean_squared_error: 41.5099 - val_loss: 41.8244 - val_mean_squared_error: 41.8244
2022-12-10 14:20:58.052628: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:20:58.178965: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:20:58.513538: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:20:58.845236: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 46)
(286, 46)
Epoch 1/30
2022-12-10 14:21:01.642171: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:21:02.153124: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:21:02.683383: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:21:03.246192: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:21:04.397061: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:21:05.342154: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:21:06.282655: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4790.4531 - mean_squared_error: 4790.4531
2022-12-10 14:21:22.578935: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:21:22.788763: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:21:23.127352: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:21:23.480296: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 25s 234ms/step - loss: 4790.4531 - mean_squared_error: 4790.4531 - val_loss: 2608.5605 - val_mean_squared_error: 2608.5605
Epoch 2/30
81/81 [==============================] - 5s 61ms/step - loss: 2556.2551 - mean_squared_error: 2556.2551 - val_loss: 239.3645 - val_mean_squared_error: 239.3645
Epoch 3/30
81/81 [==============================] - 4s 56ms/step - loss: 1627.7867 - mean_squared_error: 1627.7867 - val_loss: 1263.5503 - val_mean_squared_error: 1263.5503
Epoch 4/30
81/81 [==============================] - 4s 55ms/step - loss: 1002.6705 - mean_squared_error: 1002.6705 - val_loss: 946.6642 - val_mean_squared_error: 946.6642
Epoch 5/30
81/81 [==============================] - 4s 51ms/step - loss: 753.9563 - mean_squared_error: 753.9563 - val_loss: 1556.1962 - val_mean_squared_error: 1556.1962
Epoch 6/30
81/81 [==============================] - 4s 50ms/step - loss: 712.6934 - mean_squared_error: 712.6934 - val_loss: 3008.1067 - val_mean_squared_error: 3008.1067
Epoch 7/30
81/81 [==============================] - 4s 49ms/step - loss: 636.1805 - mean_squared_error: 636.1805 - val_loss: 1219.8788 - val_mean_squared_error: 1219.8788
Epoch 8/30
81/81 [==============================] - 4s 51ms/step - loss: 635.7575 - mean_squared_error: 635.7575 - val_loss: 715.5674 - val_mean_squared_error: 715.5674
Epoch 9/30
81/81 [==============================] - 4s 51ms/step - loss: 648.3449 - mean_squared_error: 648.3449 - val_loss: 241.1836 - val_mean_squared_error: 241.1836
Epoch 10/30
81/81 [==============================] - 4s 49ms/step - loss: 678.0410 - mean_squared_error: 678.0410 - val_loss: 115.2206 - val_mean_squared_error: 115.2206
Epoch 11/30
81/81 [==============================] - 4s 49ms/step - loss: 659.7367 - mean_squared_error: 659.7367 - val_loss: 250.6395 - val_mean_squared_error: 250.6395
Epoch 12/30
81/81 [==============================] - 4s 50ms/step - loss: 662.5389 - mean_squared_error: 662.5389 - val_loss: 44.2607 - val_mean_squared_error: 44.2607
Epoch 13/30
81/81 [==============================] - 4s 49ms/step - loss: 633.6750 - mean_squared_error: 633.6750 - val_loss: 70.3121 - val_mean_squared_error: 70.3120
Epoch 14/30
81/81 [==============================] - 4s 50ms/step - loss: 643.2455 - mean_squared_error: 643.2455 - val_loss: 752.8480 - val_mean_squared_error: 752.8480
Epoch 15/30
81/81 [==============================] - 4s 49ms/step - loss: 657.3809 - mean_squared_error: 657.3809 - val_loss: 290.0001 - val_mean_squared_error: 290.0001
Epoch 16/30
81/81 [==============================] - 4s 55ms/step - loss: 660.1562 - mean_squared_error: 660.1562 - val_loss: 56.6355 - val_mean_squared_error: 56.6355
Epoch 17/30
81/81 [==============================] - 4s 48ms/step - loss: 649.0043 - mean_squared_error: 649.0043 - val_loss: 485.1540 - val_mean_squared_error: 485.1540
Epoch 18/30
81/81 [==============================] - 4s 48ms/step - loss: 623.8837 - mean_squared_error: 623.8837 - val_loss: 318.6780 - val_mean_squared_error: 318.6780
Epoch 19/30
81/81 [==============================] - 4s 48ms/step - loss: 652.8154 - mean_squared_error: 652.8154 - val_loss: 25.1031 - val_mean_squared_error: 25.1031
Epoch 20/30
81/81 [==============================] - 4s 48ms/step - loss: 636.8079 - mean_squared_error: 636.8079 - val_loss: 195.9896 - val_mean_squared_error: 195.9896
Epoch 21/30
81/81 [==============================] - 4s 48ms/step - loss: 635.3564 - mean_squared_error: 635.3564 - val_loss: 180.1444 - val_mean_squared_error: 180.1444
Epoch 22/30
81/81 [==============================] - 4s 48ms/step - loss: 644.0179 - mean_squared_error: 644.0179 - val_loss: 56.2893 - val_mean_squared_error: 56.2893
Epoch 23/30
81/81 [==============================] - 4s 48ms/step - loss: 632.1605 - mean_squared_error: 632.1605 - val_loss: 213.0511 - val_mean_squared_error: 213.0511
Epoch 24/30
81/81 [==============================] - 4s 49ms/step - loss: 595.9099 - mean_squared_error: 595.9099 - val_loss: 280.4307 - val_mean_squared_error: 280.4307
Epoch 25/30
81/81 [==============================] - 4s 48ms/step - loss: 670.6294 - mean_squared_error: 670.6294 - val_loss: 123.8736 - val_mean_squared_error: 123.8736
Epoch 26/30
81/81 [==============================] - 4s 48ms/step - loss: 640.3892 - mean_squared_error: 640.3892 - val_loss: 335.9479 - val_mean_squared_error: 335.9479
Epoch 27/30
81/81 [==============================] - 5s 62ms/step - loss: 626.3245 - mean_squared_error: 626.3245 - val_loss: 18.3069 - val_mean_squared_error: 18.3069
Epoch 28/30
81/81 [==============================] - 4s 48ms/step - loss: 633.7892 - mean_squared_error: 633.7892 - val_loss: 86.1646 - val_mean_squared_error: 86.1646
Epoch 29/30
81/81 [==============================] - 4s 48ms/step - loss: 624.5973 - mean_squared_error: 624.5973 - val_loss: 163.1409 - val_mean_squared_error: 163.1409
Epoch 30/30
81/81 [==============================] - 4s 49ms/step - loss: 643.6468 - mean_squared_error: 643.6468 - val_loss: 135.0334 - val_mean_squared_error: 135.0334
2022-12-10 14:23:24.400211: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:23:24.554457: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:23:24.906913: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:23:25.259884: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 48)
(286, 48)
Epoch 1/30
2022-12-10 14:23:28.950315: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:23:29.527182: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:23:30.054138: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:23:30.614195: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:23:31.750257: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:23:32.659872: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:23:33.587094: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4880.1055 - mean_squared_error: 4880.1055
2022-12-10 14:23:50.398815: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:23:50.589538: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:23:50.908097: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:23:51.243766: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 25s 239ms/step - loss: 4880.1055 - mean_squared_error: 4880.1055 - val_loss: 411.7439 - val_mean_squared_error: 411.7439
Epoch 2/30
81/81 [==============================] - 5s 65ms/step - loss: 2980.3245 - mean_squared_error: 2980.3245 - val_loss: 1305.5260 - val_mean_squared_error: 1305.5260
Epoch 3/30
81/81 [==============================] - 5s 58ms/step - loss: 1693.5375 - mean_squared_error: 1693.5375 - val_loss: 5758.6479 - val_mean_squared_error: 5758.6479
Epoch 4/30
81/81 [==============================] - 4s 54ms/step - loss: 1650.8926 - mean_squared_error: 1650.8926 - val_loss: 1557.6976 - val_mean_squared_error: 1557.6976
Epoch 5/30
81/81 [==============================] - 4s 54ms/step - loss: 1648.6349 - mean_squared_error: 1648.6349 - val_loss: 316.1182 - val_mean_squared_error: 316.1182
Epoch 6/30
81/81 [==============================] - 4s 51ms/step - loss: 1648.4426 - mean_squared_error: 1648.4426 - val_loss: 738.1693 - val_mean_squared_error: 738.1692
Epoch 7/30
81/81 [==============================] - 4s 50ms/step - loss: 1617.5167 - mean_squared_error: 1617.5167 - val_loss: 56.2842 - val_mean_squared_error: 56.2842
Epoch 8/30
81/81 [==============================] - 4s 53ms/step - loss: 1628.9832 - mean_squared_error: 1628.9832 - val_loss: 62.6634 - val_mean_squared_error: 62.6634
Epoch 9/30
81/81 [==============================] - 4s 50ms/step - loss: 1490.9838 - mean_squared_error: 1490.9838 - val_loss: 119.5873 - val_mean_squared_error: 119.5873
Epoch 10/30
81/81 [==============================] - 4s 51ms/step - loss: 1312.6205 - mean_squared_error: 1312.6205 - val_loss: 1627.2795 - val_mean_squared_error: 1627.2795
Epoch 11/30
81/81 [==============================] - 4s 51ms/step - loss: 1260.6766 - mean_squared_error: 1260.6766 - val_loss: 560.1695 - val_mean_squared_error: 560.1695
Epoch 12/30
81/81 [==============================] - 4s 50ms/step - loss: 1238.7815 - mean_squared_error: 1238.7815 - val_loss: 326.9170 - val_mean_squared_error: 326.9170
Epoch 13/30
81/81 [==============================] - 4s 53ms/step - loss: 1252.3024 - mean_squared_error: 1252.3024 - val_loss: 1466.6910 - val_mean_squared_error: 1466.6910
Epoch 14/30
81/81 [==============================] - 4s 53ms/step - loss: 1207.9949 - mean_squared_error: 1207.9949 - val_loss: 438.7902 - val_mean_squared_error: 438.7902
Epoch 15/30
81/81 [==============================] - 4s 50ms/step - loss: 1211.5925 - mean_squared_error: 1211.5925 - val_loss: 437.3519 - val_mean_squared_error: 437.3519
Epoch 16/30
81/81 [==============================] - 4s 51ms/step - loss: 1218.5674 - mean_squared_error: 1218.5674 - val_loss: 287.7524 - val_mean_squared_error: 287.7524
Epoch 17/30
81/81 [==============================] - 4s 50ms/step - loss: 1241.0372 - mean_squared_error: 1241.0372 - val_loss: 88.7372 - val_mean_squared_error: 88.7372
Epoch 18/30
81/81 [==============================] - 4s 50ms/step - loss: 1255.9047 - mean_squared_error: 1255.9047 - val_loss: 31.6176 - val_mean_squared_error: 31.6176
Epoch 19/30
81/81 [==============================] - 5s 65ms/step - loss: 1186.2963 - mean_squared_error: 1186.2963 - val_loss: 99.8908 - val_mean_squared_error: 99.8908
Epoch 20/30
81/81 [==============================] - 4s 50ms/step - loss: 1211.6494 - mean_squared_error: 1211.6494 - val_loss: 70.2240 - val_mean_squared_error: 70.2240
Epoch 21/30
81/81 [==============================] - 4s 51ms/step - loss: 1236.1204 - mean_squared_error: 1236.1204 - val_loss: 79.8788 - val_mean_squared_error: 79.8788
Epoch 22/30
81/81 [==============================] - 4s 50ms/step - loss: 1210.1897 - mean_squared_error: 1210.1897 - val_loss: 43.4065 - val_mean_squared_error: 43.4065
Epoch 23/30
81/81 [==============================] - 4s 51ms/step - loss: 1234.1201 - mean_squared_error: 1234.1201 - val_loss: 91.7736 - val_mean_squared_error: 91.7736
Epoch 24/30
81/81 [==============================] - 4s 53ms/step - loss: 1207.6095 - mean_squared_error: 1207.6095 - val_loss: 18.6084 - val_mean_squared_error: 18.6084
Epoch 25/30
81/81 [==============================] - 4s 50ms/step - loss: 1231.5995 - mean_squared_error: 1231.5995 - val_loss: 34.2008 - val_mean_squared_error: 34.2008
Epoch 26/30
81/81 [==============================] - 4s 49ms/step - loss: 1245.7725 - mean_squared_error: 1245.7725 - val_loss: 16.7705 - val_mean_squared_error: 16.7705
Epoch 27/30
81/81 [==============================] - 4s 50ms/step - loss: 1178.9192 - mean_squared_error: 1178.9192 - val_loss: 18.5443 - val_mean_squared_error: 18.5443
Epoch 28/30
81/81 [==============================] - 4s 50ms/step - loss: 1204.5598 - mean_squared_error: 1204.5598 - val_loss: 95.0557 - val_mean_squared_error: 95.0557
Epoch 29/30
81/81 [==============================] - 4s 50ms/step - loss: 1190.7933 - mean_squared_error: 1190.7933 - val_loss: 214.2237 - val_mean_squared_error: 214.2237
Epoch 30/30
81/81 [==============================] - 4s 50ms/step - loss: 1198.5509 - mean_squared_error: 1198.5509 - val_loss: 40.3977 - val_mean_squared_error: 40.3977
2022-12-10 14:25:56.184006: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:25:56.394060: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:25:56.778639: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:25:57.132434: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.19041704 0.15281651 0.44309554 ... 0.         0.         0.        ]
 [0.18030169 0.18600112 0.44272007 ... 0.         0.         0.        ]
 ...
 [0.07808341 0.07933631 0.74735086 ... 0.         0.         0.        ]
 [0.0743567  0.07306191 0.76512307 ... 0.         0.         0.        ]
 [0.07488909 0.08951478 0.76583229 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 14:26:00.663901: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:26:01.177795: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:26:01.696353: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:26:02.248131: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:26:03.392066: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:26:04.362849: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:26:05.390855: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4819.5884 - mean_squared_error: 4819.5884
2022-12-10 14:26:22.046253: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:26:22.218258: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:26:22.555396: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:26:22.895857: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 25s 235ms/step - loss: 4819.5884 - mean_squared_error: 4819.5884 - val_loss: 615.7890 - val_mean_squared_error: 615.7890
Epoch 2/30
81/81 [==============================] - 5s 63ms/step - loss: 2381.2209 - mean_squared_error: 2381.2209 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 4s 55ms/step - loss: 1399.6543 - mean_squared_error: 1399.6543 - val_loss: 316.4055 - val_mean_squared_error: 316.4055
Epoch 4/30
81/81 [==============================] - 5s 65ms/step - loss: 1271.9922 - mean_squared_error: 1271.9922 - val_loss: 277.7797 - val_mean_squared_error: 277.7797
Epoch 5/30
81/81 [==============================] - 4s 50ms/step - loss: 1332.9705 - mean_squared_error: 1332.9705 - val_loss: 329.5331 - val_mean_squared_error: 329.5331
Epoch 6/30
81/81 [==============================] - 4s 47ms/step - loss: 1283.9630 - mean_squared_error: 1283.9630 - val_loss: 269.0650 - val_mean_squared_error: 269.0650
Epoch 7/30
81/81 [==============================] - 4s 48ms/step - loss: 1214.3501 - mean_squared_error: 1214.3501 - val_loss: 398.7531 - val_mean_squared_error: 398.7530
Epoch 8/30
81/81 [==============================] - 4s 49ms/step - loss: 1122.8378 - mean_squared_error: 1122.8378 - val_loss: 521.0970 - val_mean_squared_error: 521.0970
Epoch 9/30
81/81 [==============================] - 4s 48ms/step - loss: 998.7083 - mean_squared_error: 998.7083 - val_loss: 69.2057 - val_mean_squared_error: 69.2057
Epoch 10/30
81/81 [==============================] - 4s 48ms/step - loss: 705.6228 - mean_squared_error: 705.6228 - val_loss: 39.7778 - val_mean_squared_error: 39.7778
Epoch 11/30
81/81 [==============================] - 4s 48ms/step - loss: 616.0966 - mean_squared_error: 616.0966 - val_loss: 1661.1077 - val_mean_squared_error: 1661.1075
Epoch 12/30
81/81 [==============================] - 4s 46ms/step - loss: 893.3088 - mean_squared_error: 893.3088 - val_loss: 116.8206 - val_mean_squared_error: 116.8206
Epoch 13/30
81/81 [==============================] - 4s 47ms/step - loss: 643.8273 - mean_squared_error: 643.8273 - val_loss: 194.6725 - val_mean_squared_error: 194.6725
Epoch 14/30
81/81 [==============================] - 4s 46ms/step - loss: 517.1830 - mean_squared_error: 517.1830 - val_loss: 259.6879 - val_mean_squared_error: 259.6879
Epoch 15/30
81/81 [==============================] - 4s 46ms/step - loss: 486.1483 - mean_squared_error: 486.1483 - val_loss: 49.0066 - val_mean_squared_error: 49.0066
Epoch 16/30
81/81 [==============================] - 4s 47ms/step - loss: 530.2594 - mean_squared_error: 530.2594 - val_loss: 31.3307 - val_mean_squared_error: 31.3307
Epoch 17/30
81/81 [==============================] - 4s 46ms/step - loss: 496.9941 - mean_squared_error: 496.9941 - val_loss: 46.3814 - val_mean_squared_error: 46.3814
Epoch 18/30
81/81 [==============================] - 4s 48ms/step - loss: 453.2153 - mean_squared_error: 453.2153 - val_loss: 46.0333 - val_mean_squared_error: 46.0333
Epoch 19/30
81/81 [==============================] - 5s 66ms/step - loss: 451.1082 - mean_squared_error: 451.1082 - val_loss: 38.3482 - val_mean_squared_error: 38.3482
Epoch 20/30
81/81 [==============================] - 4s 46ms/step - loss: 464.4918 - mean_squared_error: 464.4918 - val_loss: 22.9377 - val_mean_squared_error: 22.9377
Epoch 21/30
81/81 [==============================] - 4s 46ms/step - loss: 470.7010 - mean_squared_error: 470.7010 - val_loss: 53.2233 - val_mean_squared_error: 53.2233
Epoch 22/30
81/81 [==============================] - 4s 46ms/step - loss: 457.5038 - mean_squared_error: 457.5038 - val_loss: 475.9851 - val_mean_squared_error: 475.9851
Epoch 23/30
81/81 [==============================] - 4s 45ms/step - loss: 462.9467 - mean_squared_error: 462.9467 - val_loss: 305.7609 - val_mean_squared_error: 305.7609
Epoch 24/30
81/81 [==============================] - 4s 46ms/step - loss: 425.4288 - mean_squared_error: 425.4288 - val_loss: 119.1852 - val_mean_squared_error: 119.1852
Epoch 25/30
81/81 [==============================] - 4s 46ms/step - loss: 471.8847 - mean_squared_error: 471.8847 - val_loss: 44.6972 - val_mean_squared_error: 44.6972
Epoch 26/30
81/81 [==============================] - 4s 45ms/step - loss: 451.3706 - mean_squared_error: 451.3706 - val_loss: 36.7028 - val_mean_squared_error: 36.7028
Epoch 27/30
81/81 [==============================] - 4s 46ms/step - loss: 437.6870 - mean_squared_error: 437.6870 - val_loss: 36.4222 - val_mean_squared_error: 36.4222
Epoch 28/30
81/81 [==============================] - 4s 45ms/step - loss: 482.5716 - mean_squared_error: 482.5716 - val_loss: 52.9251 - val_mean_squared_error: 52.9251
Epoch 29/30
81/81 [==============================] - 4s 46ms/step - loss: 447.8647 - mean_squared_error: 447.8647 - val_loss: 32.3566 - val_mean_squared_error: 32.3566
Epoch 30/30
81/81 [==============================] - 4s 46ms/step - loss: 413.6073 - mean_squared_error: 413.6073 - val_loss: 50.7167 - val_mean_squared_error: 50.7167
2022-12-10 14:28:19.654784: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:28:19.808059: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:28:20.150935: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:28:20.489882: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 40)
(286, 40)
Epoch 1/30
2022-12-10 14:28:24.220741: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:28:24.771875: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:28:25.288470: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:28:25.848277: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:28:27.009861: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:28:27.993499: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:28:28.955359: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4891.1279 - mean_squared_error: 4891.1279
2022-12-10 14:28:45.709072: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:28:45.891673: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:28:46.259589: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:28:46.600394: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 26s 237ms/step - loss: 4891.1279 - mean_squared_error: 4891.1279 - val_loss: 693.4742 - val_mean_squared_error: 693.4742
Epoch 2/30
81/81 [==============================] - 5s 58ms/step - loss: 2469.3186 - mean_squared_error: 2469.3186 - val_loss: 21.2934 - val_mean_squared_error: 21.2934
Epoch 3/30
81/81 [==============================] - 4s 55ms/step - loss: 1110.1339 - mean_squared_error: 1110.1339 - val_loss: 433.0280 - val_mean_squared_error: 433.0280
Epoch 4/30
81/81 [==============================] - 4s 55ms/step - loss: 520.6021 - mean_squared_error: 520.6021 - val_loss: 1216.3286 - val_mean_squared_error: 1216.3285
Epoch 5/30
81/81 [==============================] - 4s 53ms/step - loss: 144.3042 - mean_squared_error: 144.3042 - val_loss: 181.8577 - val_mean_squared_error: 181.8577
Epoch 6/30
81/81 [==============================] - 4s 49ms/step - loss: 83.3391 - mean_squared_error: 83.3391 - val_loss: 86.0179 - val_mean_squared_error: 86.0179
Epoch 7/30
81/81 [==============================] - 4s 49ms/step - loss: 78.7031 - mean_squared_error: 78.7031 - val_loss: 504.1068 - val_mean_squared_error: 504.1068
Epoch 8/30
81/81 [==============================] - 4s 47ms/step - loss: 74.6137 - mean_squared_error: 74.6137 - val_loss: 339.4978 - val_mean_squared_error: 339.4978
Epoch 9/30
81/81 [==============================] - 4s 48ms/step - loss: 62.3065 - mean_squared_error: 62.3065 - val_loss: 262.1056 - val_mean_squared_error: 262.1056
Epoch 10/30
81/81 [==============================] - 4s 47ms/step - loss: 65.7329 - mean_squared_error: 65.7329 - val_loss: 112.9547 - val_mean_squared_error: 112.9547
Epoch 11/30
81/81 [==============================] - 4s 47ms/step - loss: 60.1641 - mean_squared_error: 60.1641 - val_loss: 78.2811 - val_mean_squared_error: 78.2811
Epoch 12/30
81/81 [==============================] - 4s 51ms/step - loss: 61.3885 - mean_squared_error: 61.3885 - val_loss: 78.7228 - val_mean_squared_error: 78.7228
Epoch 13/30
81/81 [==============================] - 4s 51ms/step - loss: 55.4979 - mean_squared_error: 55.4979 - val_loss: 132.8994 - val_mean_squared_error: 132.8994
Epoch 14/30
81/81 [==============================] - 4s 51ms/step - loss: 57.0898 - mean_squared_error: 57.0898 - val_loss: 75.8642 - val_mean_squared_error: 75.8642
Epoch 15/30
81/81 [==============================] - 4s 47ms/step - loss: 46.7522 - mean_squared_error: 46.7522 - val_loss: 48.9194 - val_mean_squared_error: 48.9194
Epoch 16/30
81/81 [==============================] - 4s 48ms/step - loss: 46.4436 - mean_squared_error: 46.4436 - val_loss: 86.9603 - val_mean_squared_error: 86.9603
Epoch 17/30
81/81 [==============================] - 4s 46ms/step - loss: 50.6496 - mean_squared_error: 50.6496 - val_loss: 96.9564 - val_mean_squared_error: 96.9564
Epoch 18/30
81/81 [==============================] - 4s 47ms/step - loss: 49.5538 - mean_squared_error: 49.5538 - val_loss: 153.0747 - val_mean_squared_error: 153.0747
Epoch 19/30
81/81 [==============================] - 4s 47ms/step - loss: 45.0359 - mean_squared_error: 45.0359 - val_loss: 190.7943 - val_mean_squared_error: 190.7943
Epoch 20/30
81/81 [==============================] - 4s 46ms/step - loss: 52.4507 - mean_squared_error: 52.4507 - val_loss: 45.2625 - val_mean_squared_error: 45.2625
Epoch 21/30
81/81 [==============================] - 4s 48ms/step - loss: 44.6798 - mean_squared_error: 44.6798 - val_loss: 85.2939 - val_mean_squared_error: 85.2939
Epoch 22/30
81/81 [==============================] - 4s 46ms/step - loss: 50.6030 - mean_squared_error: 50.6030 - val_loss: 102.3907 - val_mean_squared_error: 102.3907
Epoch 23/30
81/81 [==============================] - 4s 47ms/step - loss: 43.3903 - mean_squared_error: 43.3903 - val_loss: 123.9245 - val_mean_squared_error: 123.9245
Epoch 24/30
81/81 [==============================] - 4s 47ms/step - loss: 41.7766 - mean_squared_error: 41.7766 - val_loss: 67.4433 - val_mean_squared_error: 67.4433
Epoch 25/30
81/81 [==============================] - 4s 46ms/step - loss: 38.1914 - mean_squared_error: 38.1914 - val_loss: 35.2097 - val_mean_squared_error: 35.2097
Epoch 26/30
81/81 [==============================] - 4s 46ms/step - loss: 39.3669 - mean_squared_error: 39.3669 - val_loss: 63.9198 - val_mean_squared_error: 63.9198
Epoch 27/30
81/81 [==============================] - 4s 46ms/step - loss: 44.4026 - mean_squared_error: 44.4026 - val_loss: 51.1859 - val_mean_squared_error: 51.1859
Epoch 28/30
81/81 [==============================] - 4s 45ms/step - loss: 44.0910 - mean_squared_error: 44.0910 - val_loss: 146.2450 - val_mean_squared_error: 146.2450
Epoch 29/30
81/81 [==============================] - 4s 46ms/step - loss: 41.2275 - mean_squared_error: 41.2275 - val_loss: 44.7991 - val_mean_squared_error: 44.7991
Epoch 30/30
81/81 [==============================] - 4s 46ms/step - loss: 45.4500 - mean_squared_error: 45.4500 - val_loss: 45.6758 - val_mean_squared_error: 45.6758
2022-12-10 14:30:42.553028: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:30:42.716899: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:30:43.068245: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:30:43.452607: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.01730930043753344
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 40)
(286, 40)
Epoch 1/30
2022-12-10 14:30:47.584486: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:30:48.168729: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:30:48.749245: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:30:49.376077: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:30:50.637677: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:30:51.595628: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:30:52.556106: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4654.6519 - mean_squared_error: 4654.6519
2022-12-10 14:31:09.506750: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:31:09.681670: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:31:10.036053: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:31:10.379336: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 27s 244ms/step - loss: 4654.6519 - mean_squared_error: 4654.6519 - val_loss: 313.3546 - val_mean_squared_error: 313.3546
Epoch 2/30
81/81 [==============================] - 5s 58ms/step - loss: 3010.2776 - mean_squared_error: 3010.2776 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 4s 54ms/step - loss: 1675.6102 - mean_squared_error: 1675.6102 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 4/30
81/81 [==============================] - 4s 51ms/step - loss: 1326.0719 - mean_squared_error: 1326.0719 - val_loss: 66.4478 - val_mean_squared_error: 66.4478
Epoch 5/30
81/81 [==============================] - 4s 51ms/step - loss: 1189.3916 - mean_squared_error: 1189.3916 - val_loss: 2495.4067 - val_mean_squared_error: 2495.4067
Epoch 6/30
81/81 [==============================] - 4s 49ms/step - loss: 951.2727 - mean_squared_error: 951.2727 - val_loss: 3070.3911 - val_mean_squared_error: 3070.3911
Epoch 7/30
81/81 [==============================] - 4s 49ms/step - loss: 877.2443 - mean_squared_error: 877.2443 - val_loss: 3144.8850 - val_mean_squared_error: 3144.8850
Epoch 8/30
81/81 [==============================] - 4s 47ms/step - loss: 881.5599 - mean_squared_error: 881.5599 - val_loss: 2273.2942 - val_mean_squared_error: 2273.2942
Epoch 9/30
81/81 [==============================] - 4s 49ms/step - loss: 850.9595 - mean_squared_error: 850.9595 - val_loss: 998.8085 - val_mean_squared_error: 998.8085
Epoch 10/30
81/81 [==============================] - 4s 48ms/step - loss: 861.2327 - mean_squared_error: 861.2327 - val_loss: 712.3980 - val_mean_squared_error: 712.3980
Epoch 11/30
81/81 [==============================] - 4s 46ms/step - loss: 865.4328 - mean_squared_error: 865.4328 - val_loss: 561.8154 - val_mean_squared_error: 561.8154
Epoch 12/30
81/81 [==============================] - 4s 48ms/step - loss: 851.6025 - mean_squared_error: 851.6025 - val_loss: 489.1083 - val_mean_squared_error: 489.1083
Epoch 13/30
81/81 [==============================] - 4s 47ms/step - loss: 836.8016 - mean_squared_error: 836.8016 - val_loss: 250.2888 - val_mean_squared_error: 250.2888
Epoch 14/30
81/81 [==============================] - 4s 46ms/step - loss: 855.5115 - mean_squared_error: 855.5115 - val_loss: 336.9665 - val_mean_squared_error: 336.9665
Epoch 15/30
81/81 [==============================] - 4s 46ms/step - loss: 804.6198 - mean_squared_error: 804.6198 - val_loss: 492.1039 - val_mean_squared_error: 492.1039
Epoch 16/30
81/81 [==============================] - 4s 47ms/step - loss: 822.9174 - mean_squared_error: 822.9174 - val_loss: 230.9346 - val_mean_squared_error: 230.9346
Epoch 17/30
81/81 [==============================] - 4s 47ms/step - loss: 647.8257 - mean_squared_error: 647.8257 - val_loss: 131.5484 - val_mean_squared_error: 131.5484
Epoch 18/30
81/81 [==============================] - 4s 47ms/step - loss: 638.6566 - mean_squared_error: 638.6566 - val_loss: 50.0238 - val_mean_squared_error: 50.0238
Epoch 19/30
81/81 [==============================] - 4s 47ms/step - loss: 628.9346 - mean_squared_error: 628.9346 - val_loss: 128.2759 - val_mean_squared_error: 128.2759
Epoch 20/30
81/81 [==============================] - 4s 45ms/step - loss: 626.1304 - mean_squared_error: 626.1304 - val_loss: 97.2612 - val_mean_squared_error: 97.2612
Epoch 21/30
81/81 [==============================] - 4s 46ms/step - loss: 671.4176 - mean_squared_error: 671.4176 - val_loss: 74.8204 - val_mean_squared_error: 74.8204
Epoch 22/30
81/81 [==============================] - 4s 46ms/step - loss: 619.9907 - mean_squared_error: 619.9907 - val_loss: 130.0828 - val_mean_squared_error: 130.0828
Epoch 23/30
81/81 [==============================] - 4s 46ms/step - loss: 611.5923 - mean_squared_error: 611.5923 - val_loss: 193.9242 - val_mean_squared_error: 193.9242
Epoch 24/30
81/81 [==============================] - 4s 47ms/step - loss: 623.1651 - mean_squared_error: 623.1651 - val_loss: 68.3062 - val_mean_squared_error: 68.3062
Epoch 25/30
81/81 [==============================] - 4s 50ms/step - loss: 608.5746 - mean_squared_error: 608.5746 - val_loss: 41.2427 - val_mean_squared_error: 41.2427
Epoch 26/30
81/81 [==============================] - 4s 47ms/step - loss: 674.5380 - mean_squared_error: 674.5380 - val_loss: 155.2151 - val_mean_squared_error: 155.2151
Epoch 27/30
81/81 [==============================] - 4s 47ms/step - loss: 679.9686 - mean_squared_error: 679.9686 - val_loss: 58.2949 - val_mean_squared_error: 58.2949
Epoch 28/30
81/81 [==============================] - 4s 46ms/step - loss: 652.1692 - mean_squared_error: 652.1692 - val_loss: 51.5167 - val_mean_squared_error: 51.5167
Epoch 29/30
81/81 [==============================] - 4s 46ms/step - loss: 573.2563 - mean_squared_error: 573.2563 - val_loss: 45.2154 - val_mean_squared_error: 45.2154
Epoch 30/30
81/81 [==============================] - 4s 51ms/step - loss: 440.1084 - mean_squared_error: 440.1084 - val_loss: 59.7207 - val_mean_squared_error: 59.7207
2022-12-10 14:33:05.900113: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:33:06.075393: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:33:06.442054: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:33:06.819199: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.19041704 0.15281651 0.44309554 ... 0.         0.         0.        ]
 [0.18030169 0.18600112 0.44272007 ... 0.         0.         0.        ]
 ...
 [0.07808341 0.07933631 0.74735086 ... 0.         0.         0.        ]
 [0.0743567  0.07306191 0.76512307 ... 0.         0.         0.        ]
 [0.07488909 0.08951478 0.76583229 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 14:33:09.872641: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:33:10.428743: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:33:11.033447: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:33:11.721859: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:33:12.997661: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:33:14.043180: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:33:15.016874: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4840.1934 - mean_squared_error: 4840.1934
2022-12-10 14:33:32.221387: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:33:32.411219: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:33:32.760275: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:33:33.125075: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 27s 249ms/step - loss: 4840.1934 - mean_squared_error: 4840.1934 - val_loss: 1751.0527 - val_mean_squared_error: 1751.0527
Epoch 2/30
81/81 [==============================] - 5s 59ms/step - loss: 2437.9128 - mean_squared_error: 2437.9128 - val_loss: 28.4396 - val_mean_squared_error: 28.4396
Epoch 3/30
81/81 [==============================] - 5s 68ms/step - loss: 1415.9978 - mean_squared_error: 1415.9978 - val_loss: 293.2882 - val_mean_squared_error: 293.2882
Epoch 4/30
81/81 [==============================] - 4s 51ms/step - loss: 970.6183 - mean_squared_error: 970.6183 - val_loss: 30.2570 - val_mean_squared_error: 30.2570
Epoch 5/30
81/81 [==============================] - 4s 52ms/step - loss: 725.2334 - mean_squared_error: 725.2334 - val_loss: 373.5099 - val_mean_squared_error: 373.5099
Epoch 6/30
81/81 [==============================] - 4s 49ms/step - loss: 497.5864 - mean_squared_error: 497.5864 - val_loss: 393.1233 - val_mean_squared_error: 393.1233
Epoch 7/30
81/81 [==============================] - 4s 48ms/step - loss: 210.4400 - mean_squared_error: 210.4400 - val_loss: 177.7729 - val_mean_squared_error: 177.7729
Epoch 8/30
81/81 [==============================] - 4s 48ms/step - loss: 155.0977 - mean_squared_error: 155.0977 - val_loss: 27.6648 - val_mean_squared_error: 27.6648
Epoch 9/30
81/81 [==============================] - 4s 48ms/step - loss: 145.1187 - mean_squared_error: 145.1187 - val_loss: 37.3906 - val_mean_squared_error: 37.3906
Epoch 10/30
81/81 [==============================] - 4s 46ms/step - loss: 126.7784 - mean_squared_error: 126.7784 - val_loss: 93.3294 - val_mean_squared_error: 93.3293
Epoch 11/30
81/81 [==============================] - 4s 47ms/step - loss: 116.3365 - mean_squared_error: 116.3365 - val_loss: 32.4620 - val_mean_squared_error: 32.4620
Epoch 12/30
81/81 [==============================] - 4s 46ms/step - loss: 109.8004 - mean_squared_error: 109.8004 - val_loss: 23.2196 - val_mean_squared_error: 23.2196
Epoch 13/30
81/81 [==============================] - 4s 47ms/step - loss: 93.4144 - mean_squared_error: 93.4144 - val_loss: 25.6580 - val_mean_squared_error: 25.6580
Epoch 14/30
81/81 [==============================] - 4s 48ms/step - loss: 92.1277 - mean_squared_error: 92.1277 - val_loss: 28.0424 - val_mean_squared_error: 28.0424
Epoch 15/30
81/81 [==============================] - 4s 47ms/step - loss: 81.1081 - mean_squared_error: 81.1081 - val_loss: 108.0173 - val_mean_squared_error: 108.0173
Epoch 16/30
81/81 [==============================] - 4s 48ms/step - loss: 82.1879 - mean_squared_error: 82.1879 - val_loss: 95.5557 - val_mean_squared_error: 95.5557
Epoch 17/30
81/81 [==============================] - 4s 46ms/step - loss: 69.2026 - mean_squared_error: 69.2026 - val_loss: 84.8037 - val_mean_squared_error: 84.8037
Epoch 18/30
81/81 [==============================] - 4s 46ms/step - loss: 66.5574 - mean_squared_error: 66.5574 - val_loss: 36.9274 - val_mean_squared_error: 36.9274
Epoch 19/30
81/81 [==============================] - 4s 46ms/step - loss: 68.2157 - mean_squared_error: 68.2157 - val_loss: 45.8554 - val_mean_squared_error: 45.8554
Epoch 20/30
81/81 [==============================] - 4s 48ms/step - loss: 61.5484 - mean_squared_error: 61.5484 - val_loss: 38.8926 - val_mean_squared_error: 38.8926
Epoch 21/30
81/81 [==============================] - 4s 46ms/step - loss: 59.1239 - mean_squared_error: 59.1239 - val_loss: 135.1343 - val_mean_squared_error: 135.1343
Epoch 22/30
81/81 [==============================] - 4s 45ms/step - loss: 58.4345 - mean_squared_error: 58.4345 - val_loss: 177.9602 - val_mean_squared_error: 177.9602
Epoch 23/30
81/81 [==============================] - 4s 46ms/step - loss: 47.7365 - mean_squared_error: 47.7365 - val_loss: 78.6823 - val_mean_squared_error: 78.6823
Epoch 24/30
81/81 [==============================] - 4s 46ms/step - loss: 55.7810 - mean_squared_error: 55.7810 - val_loss: 55.5737 - val_mean_squared_error: 55.5737
Epoch 25/30
81/81 [==============================] - 5s 57ms/step - loss: 55.2173 - mean_squared_error: 55.2173 - val_loss: 35.7460 - val_mean_squared_error: 35.7460
Epoch 26/30
81/81 [==============================] - 4s 46ms/step - loss: 60.0791 - mean_squared_error: 60.0791 - val_loss: 54.2875 - val_mean_squared_error: 54.2875
Epoch 27/30
81/81 [==============================] - 4s 46ms/step - loss: 49.7129 - mean_squared_error: 49.7129 - val_loss: 122.5456 - val_mean_squared_error: 122.5456
Epoch 28/30
81/81 [==============================] - 4s 45ms/step - loss: 55.6690 - mean_squared_error: 55.6690 - val_loss: 78.3760 - val_mean_squared_error: 78.3760
Epoch 29/30
81/81 [==============================] - 4s 46ms/step - loss: 52.6091 - mean_squared_error: 52.6091 - val_loss: 134.3394 - val_mean_squared_error: 134.3394
Epoch 30/30
81/81 [==============================] - 4s 45ms/step - loss: 47.7923 - mean_squared_error: 47.7923 - val_loss: 102.7388 - val_mean_squared_error: 102.7388
2022-12-10 14:35:29.556416: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:35:29.714372: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:35:30.073468: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:35:30.430697: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 48)
(286, 48)
Epoch 1/30
2022-12-10 14:35:34.312525: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:35:34.987847: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:35:35.557710: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:35:36.178662: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:35:37.381905: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:35:38.399634: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:35:39.409566: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4753.5420 - mean_squared_error: 4753.5420
2022-12-10 14:35:56.789870: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:35:56.988793: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:35:57.346638: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:35:57.742128: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 27s 251ms/step - loss: 4753.5420 - mean_squared_error: 4753.5420 - val_loss: 829.6358 - val_mean_squared_error: 829.6358
Epoch 2/30
81/81 [==============================] - 5s 65ms/step - loss: 2806.2900 - mean_squared_error: 2806.2900 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 5s 62ms/step - loss: 1722.1857 - mean_squared_error: 1722.1857 - val_loss: 67.0483 - val_mean_squared_error: 67.0483
Epoch 4/30
81/81 [==============================] - 5s 57ms/step - loss: 1476.0624 - mean_squared_error: 1476.0624 - val_loss: 49.9705 - val_mean_squared_error: 49.9705
Epoch 5/30
81/81 [==============================] - 4s 56ms/step - loss: 1505.0125 - mean_squared_error: 1505.0125 - val_loss: 80.1295 - val_mean_squared_error: 80.1295
Epoch 6/30
81/81 [==============================] - 4s 54ms/step - loss: 1493.1154 - mean_squared_error: 1493.1154 - val_loss: 199.7690 - val_mean_squared_error: 199.7690
Epoch 7/30
81/81 [==============================] - 4s 53ms/step - loss: 1466.5608 - mean_squared_error: 1466.5608 - val_loss: 376.9978 - val_mean_squared_error: 376.9978
Epoch 8/30
81/81 [==============================] - 4s 52ms/step - loss: 1448.2111 - mean_squared_error: 1448.2111 - val_loss: 180.4581 - val_mean_squared_error: 180.4581
Epoch 9/30
81/81 [==============================] - 4s 50ms/step - loss: 1468.9508 - mean_squared_error: 1468.9508 - val_loss: 281.7647 - val_mean_squared_error: 281.7647
Epoch 10/30
81/81 [==============================] - 4s 54ms/step - loss: 1498.1599 - mean_squared_error: 1498.1599 - val_loss: 359.5197 - val_mean_squared_error: 359.5197
Epoch 11/30
81/81 [==============================] - 4s 51ms/step - loss: 1515.4429 - mean_squared_error: 1515.4429 - val_loss: 255.2059 - val_mean_squared_error: 255.2059
Epoch 12/30
81/81 [==============================] - 4s 51ms/step - loss: 1495.8177 - mean_squared_error: 1495.8177 - val_loss: 728.0601 - val_mean_squared_error: 728.0601
Epoch 13/30
81/81 [==============================] - 4s 51ms/step - loss: 1501.5637 - mean_squared_error: 1501.5637 - val_loss: 88.6075 - val_mean_squared_error: 88.6075
Epoch 14/30
81/81 [==============================] - 4s 52ms/step - loss: 1464.2330 - mean_squared_error: 1464.2330 - val_loss: 233.5101 - val_mean_squared_error: 233.5101
Epoch 15/30
81/81 [==============================] - 4s 52ms/step - loss: 1428.8214 - mean_squared_error: 1428.8214 - val_loss: 3016.3940 - val_mean_squared_error: 3016.3940
Epoch 16/30
81/81 [==============================] - 4s 50ms/step - loss: 1488.0933 - mean_squared_error: 1488.0933 - val_loss: 719.2471 - val_mean_squared_error: 719.2471
Epoch 17/30
81/81 [==============================] - 4s 50ms/step - loss: 1435.3020 - mean_squared_error: 1435.3020 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 18/30
81/81 [==============================] - 4s 51ms/step - loss: 1461.6057 - mean_squared_error: 1461.6057 - val_loss: 498.9319 - val_mean_squared_error: 498.9319
Epoch 19/30
81/81 [==============================] - 4s 50ms/step - loss: 1416.1809 - mean_squared_error: 1416.1809 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 20/30
81/81 [==============================] - 4s 51ms/step - loss: 1313.7565 - mean_squared_error: 1313.7565 - val_loss: 250.1388 - val_mean_squared_error: 250.1388
Epoch 21/30
81/81 [==============================] - 4s 51ms/step - loss: 1179.1440 - mean_squared_error: 1179.1440 - val_loss: 2514.6128 - val_mean_squared_error: 2514.6128
Epoch 22/30
81/81 [==============================] - 4s 51ms/step - loss: 814.2954 - mean_squared_error: 814.2954 - val_loss: 104.8783 - val_mean_squared_error: 104.8783
Epoch 23/30
81/81 [==============================] - 4s 51ms/step - loss: 699.4413 - mean_squared_error: 699.4413 - val_loss: 127.4964 - val_mean_squared_error: 127.4964
Epoch 24/30
81/81 [==============================] - 4s 51ms/step - loss: 687.4351 - mean_squared_error: 687.4351 - val_loss: 147.0839 - val_mean_squared_error: 147.0839
Epoch 25/30
81/81 [==============================] - 4s 50ms/step - loss: 666.4642 - mean_squared_error: 666.4642 - val_loss: 12.6026 - val_mean_squared_error: 12.6026
Epoch 26/30
81/81 [==============================] - 4s 51ms/step - loss: 646.7369 - mean_squared_error: 646.7369 - val_loss: 29.8407 - val_mean_squared_error: 29.8407
Epoch 27/30
81/81 [==============================] - 4s 50ms/step - loss: 643.7519 - mean_squared_error: 643.7519 - val_loss: 35.0168 - val_mean_squared_error: 35.0168
Epoch 28/30
81/81 [==============================] - 4s 51ms/step - loss: 632.3963 - mean_squared_error: 632.3963 - val_loss: 66.0249 - val_mean_squared_error: 66.0249
Epoch 29/30
81/81 [==============================] - 4s 53ms/step - loss: 640.9204 - mean_squared_error: 640.9204 - val_loss: 57.2495 - val_mean_squared_error: 57.2495
Epoch 30/30
81/81 [==============================] - 4s 52ms/step - loss: 646.9761 - mean_squared_error: 646.9761 - val_loss: 88.1351 - val_mean_squared_error: 88.1351
2022-12-10 14:38:04.033880: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:38:04.235548: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:38:04.661931: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:38:05.095819: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 14:38:08.967900: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:38:09.563290: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:38:10.185225: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:38:10.760747: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:38:12.123674: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:38:13.187198: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:38:14.227889: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4740.0005 - mean_squared_error: 4740.0005
2022-12-10 14:38:31.319422: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:38:31.524749: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:38:31.889231: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:38:32.247485: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 26s 244ms/step - loss: 4740.0005 - mean_squared_error: 4740.0005 - val_loss: 987.7871 - val_mean_squared_error: 987.7871
Epoch 2/30
81/81 [==============================] - 5s 66ms/step - loss: 2330.7632 - mean_squared_error: 2330.7632 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 4s 51ms/step - loss: 1064.7366 - mean_squared_error: 1064.7366 - val_loss: 680.9679 - val_mean_squared_error: 680.9679
Epoch 4/30
81/81 [==============================] - 4s 49ms/step - loss: 450.9837 - mean_squared_error: 450.9837 - val_loss: 249.3741 - val_mean_squared_error: 249.3741
Epoch 5/30
81/81 [==============================] - 4s 49ms/step - loss: 444.2501 - mean_squared_error: 444.2501 - val_loss: 112.1973 - val_mean_squared_error: 112.1973
Epoch 6/30
81/81 [==============================] - 4s 48ms/step - loss: 250.2583 - mean_squared_error: 250.2583 - val_loss: 65.3015 - val_mean_squared_error: 65.3015
Epoch 7/30
81/81 [==============================] - 4s 47ms/step - loss: 80.6136 - mean_squared_error: 80.6136 - val_loss: 19.9693 - val_mean_squared_error: 19.9693
Epoch 8/30
81/81 [==============================] - 4s 46ms/step - loss: 72.8128 - mean_squared_error: 72.8128 - val_loss: 31.6279 - val_mean_squared_error: 31.6279
Epoch 9/30
81/81 [==============================] - 4s 44ms/step - loss: 74.3576 - mean_squared_error: 74.3576 - val_loss: 73.8418 - val_mean_squared_error: 73.8418
Epoch 10/30
81/81 [==============================] - 4s 45ms/step - loss: 63.4752 - mean_squared_error: 63.4752 - val_loss: 128.1077 - val_mean_squared_error: 128.1077
Epoch 11/30
81/81 [==============================] - 4s 44ms/step - loss: 61.2744 - mean_squared_error: 61.2744 - val_loss: 87.0282 - val_mean_squared_error: 87.0282
Epoch 12/30
81/81 [==============================] - 4s 44ms/step - loss: 62.2931 - mean_squared_error: 62.2931 - val_loss: 71.7189 - val_mean_squared_error: 71.7189
Epoch 13/30
81/81 [==============================] - 4s 46ms/step - loss: 55.3336 - mean_squared_error: 55.3336 - val_loss: 82.2727 - val_mean_squared_error: 82.2727
Epoch 14/30
81/81 [==============================] - 4s 45ms/step - loss: 63.0552 - mean_squared_error: 63.0552 - val_loss: 132.5860 - val_mean_squared_error: 132.5860
Epoch 15/30
81/81 [==============================] - 4s 44ms/step - loss: 54.1389 - mean_squared_error: 54.1389 - val_loss: 28.7303 - val_mean_squared_error: 28.7303
Epoch 16/30
81/81 [==============================] - 4s 48ms/step - loss: 57.2301 - mean_squared_error: 57.2301 - val_loss: 117.4992 - val_mean_squared_error: 117.4992
Epoch 17/30
81/81 [==============================] - 4s 45ms/step - loss: 52.8533 - mean_squared_error: 52.8533 - val_loss: 32.7235 - val_mean_squared_error: 32.7235
Epoch 18/30
81/81 [==============================] - 4s 44ms/step - loss: 49.1703 - mean_squared_error: 49.1703 - val_loss: 132.3444 - val_mean_squared_error: 132.3444
Epoch 19/30
81/81 [==============================] - 4s 43ms/step - loss: 44.1918 - mean_squared_error: 44.1918 - val_loss: 49.4716 - val_mean_squared_error: 49.4716
Epoch 20/30
81/81 [==============================] - 4s 44ms/step - loss: 44.6151 - mean_squared_error: 44.6151 - val_loss: 171.6167 - val_mean_squared_error: 171.6167
Epoch 21/30
81/81 [==============================] - 4s 44ms/step - loss: 47.2320 - mean_squared_error: 47.2320 - val_loss: 49.4964 - val_mean_squared_error: 49.4964
Epoch 22/30
81/81 [==============================] - 3s 43ms/step - loss: 44.6948 - mean_squared_error: 44.6948 - val_loss: 185.6622 - val_mean_squared_error: 185.6622
Epoch 23/30
81/81 [==============================] - 4s 44ms/step - loss: 42.2787 - mean_squared_error: 42.2787 - val_loss: 75.7682 - val_mean_squared_error: 75.7682
Epoch 24/30
81/81 [==============================] - 4s 44ms/step - loss: 45.1065 - mean_squared_error: 45.1065 - val_loss: 73.0686 - val_mean_squared_error: 73.0686
Epoch 25/30
81/81 [==============================] - 3s 43ms/step - loss: 60.5017 - mean_squared_error: 60.5017 - val_loss: 45.3330 - val_mean_squared_error: 45.3330
Epoch 26/30
81/81 [==============================] - 4s 44ms/step - loss: 48.5773 - mean_squared_error: 48.5773 - val_loss: 185.6006 - val_mean_squared_error: 185.6006
Epoch 27/30
81/81 [==============================] - 3s 43ms/step - loss: 40.7783 - mean_squared_error: 40.7783 - val_loss: 57.0602 - val_mean_squared_error: 57.0602
Epoch 28/30
81/81 [==============================] - 4s 43ms/step - loss: 42.8583 - mean_squared_error: 42.8583 - val_loss: 116.3109 - val_mean_squared_error: 116.3109
Epoch 29/30
81/81 [==============================] - 4s 45ms/step - loss: 36.7212 - mean_squared_error: 36.7212 - val_loss: 202.7436 - val_mean_squared_error: 202.7436
Epoch 30/30
81/81 [==============================] - 4s 44ms/step - loss: 42.8390 - mean_squared_error: 42.8390 - val_loss: 46.4422 - val_mean_squared_error: 46.4422
2022-12-10 14:40:22.177146: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:40:22.376600: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:40:22.744883: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:40:23.134698: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 14:40:27.283689: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:40:27.937672: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:40:28.619467: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:40:29.262769: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:40:30.699926: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:40:31.767115: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:40:32.969159: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4832.4170 - mean_squared_error: 4832.4170
2022-12-10 14:40:51.842308: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:40:52.066744: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:40:52.438290: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:40:52.820262: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 30s 270ms/step - loss: 4832.4170 - mean_squared_error: 4832.4170 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 5s 62ms/step - loss: 2455.2495 - mean_squared_error: 2455.2495 - val_loss: 30.8054 - val_mean_squared_error: 30.8054
Epoch 3/30
81/81 [==============================] - 4s 52ms/step - loss: 1294.0306 - mean_squared_error: 1294.0306 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 4/30
81/81 [==============================] - 5s 56ms/step - loss: 1144.1650 - mean_squared_error: 1144.1650 - val_loss: 2837.5759 - val_mean_squared_error: 2837.5759
Epoch 5/30
81/81 [==============================] - 4s 49ms/step - loss: 965.3452 - mean_squared_error: 965.3452 - val_loss: 1196.9275 - val_mean_squared_error: 1196.9275
Epoch 6/30
81/81 [==============================] - 4s 49ms/step - loss: 918.4578 - mean_squared_error: 918.4578 - val_loss: 866.3276 - val_mean_squared_error: 866.3276
Epoch 7/30
81/81 [==============================] - 4s 50ms/step - loss: 740.4190 - mean_squared_error: 740.4190 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 8/30
81/81 [==============================] - 4s 49ms/step - loss: 343.4218 - mean_squared_error: 343.4218 - val_loss: 4621.3389 - val_mean_squared_error: 4621.3389
Epoch 9/30
81/81 [==============================] - 4s 48ms/step - loss: 107.5304 - mean_squared_error: 107.5304 - val_loss: 35.9342 - val_mean_squared_error: 35.9342
Epoch 10/30
81/81 [==============================] - 4s 48ms/step - loss: 84.1717 - mean_squared_error: 84.1717 - val_loss: 31.6727 - val_mean_squared_error: 31.6727
Epoch 11/30
81/81 [==============================] - 4s 49ms/step - loss: 74.1116 - mean_squared_error: 74.1116 - val_loss: 79.2669 - val_mean_squared_error: 79.2669
Epoch 12/30
81/81 [==============================] - 4s 52ms/step - loss: 66.6934 - mean_squared_error: 66.6934 - val_loss: 360.9950 - val_mean_squared_error: 360.9950
Epoch 13/30
81/81 [==============================] - 4s 53ms/step - loss: 61.7781 - mean_squared_error: 61.7781 - val_loss: 173.1185 - val_mean_squared_error: 173.1184
Epoch 14/30
81/81 [==============================] - 4s 55ms/step - loss: 62.4225 - mean_squared_error: 62.4225 - val_loss: 42.4465 - val_mean_squared_error: 42.4465
Epoch 15/30
81/81 [==============================] - 4s 54ms/step - loss: 56.9425 - mean_squared_error: 56.9425 - val_loss: 28.0281 - val_mean_squared_error: 28.0281
Epoch 16/30
81/81 [==============================] - 4s 52ms/step - loss: 56.7209 - mean_squared_error: 56.7209 - val_loss: 42.3784 - val_mean_squared_error: 42.3784
Epoch 17/30
81/81 [==============================] - 4s 51ms/step - loss: 49.8071 - mean_squared_error: 49.8071 - val_loss: 107.8910 - val_mean_squared_error: 107.8910
Epoch 18/30
81/81 [==============================] - 4s 49ms/step - loss: 45.1292 - mean_squared_error: 45.1292 - val_loss: 49.6886 - val_mean_squared_error: 49.6886
Epoch 19/30
81/81 [==============================] - 5s 57ms/step - loss: 53.6003 - mean_squared_error: 53.6003 - val_loss: 130.2154 - val_mean_squared_error: 130.2154
Epoch 20/30
81/81 [==============================] - 5s 66ms/step - loss: 45.4919 - mean_squared_error: 45.4919 - val_loss: 141.5516 - val_mean_squared_error: 141.5515
Epoch 21/30
81/81 [==============================] - 4s 49ms/step - loss: 40.9810 - mean_squared_error: 40.9810 - val_loss: 40.1417 - val_mean_squared_error: 40.1417
Epoch 22/30
81/81 [==============================] - 4s 53ms/step - loss: 48.3290 - mean_squared_error: 48.3290 - val_loss: 54.9765 - val_mean_squared_error: 54.9765
Epoch 23/30
81/81 [==============================] - 4s 48ms/step - loss: 42.2796 - mean_squared_error: 42.2796 - val_loss: 25.3381 - val_mean_squared_error: 25.3381
Epoch 24/30
81/81 [==============================] - 4s 48ms/step - loss: 42.3390 - mean_squared_error: 42.3390 - val_loss: 181.2869 - val_mean_squared_error: 181.2869
Epoch 25/30
81/81 [==============================] - 4s 47ms/step - loss: 45.0755 - mean_squared_error: 45.0755 - val_loss: 41.1487 - val_mean_squared_error: 41.1487
Epoch 26/30
81/81 [==============================] - 4s 49ms/step - loss: 46.6226 - mean_squared_error: 46.6226 - val_loss: 52.8853 - val_mean_squared_error: 52.8853
Epoch 27/30
81/81 [==============================] - 4s 45ms/step - loss: 48.5993 - mean_squared_error: 48.5993 - val_loss: 58.2573 - val_mean_squared_error: 58.2573
Epoch 28/30
81/81 [==============================] - 4s 45ms/step - loss: 42.2832 - mean_squared_error: 42.2832 - val_loss: 33.1626 - val_mean_squared_error: 33.1626
Epoch 29/30
81/81 [==============================] - 4s 45ms/step - loss: 39.5215 - mean_squared_error: 39.5215 - val_loss: 31.9757 - val_mean_squared_error: 31.9757
Epoch 30/30
81/81 [==============================] - 4s 45ms/step - loss: 49.1984 - mean_squared_error: 49.1984 - val_loss: 68.7478 - val_mean_squared_error: 68.7478
2022-12-10 14:42:55.107844: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:42:55.293915: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:42:55.690446: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:42:56.117159: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx :  3
best_solution :  [0 1 1 1 1 0 1 1 0 0 0 0 1 0 1 1 0 1 0 0 0 0 1 0 0 1 0 0 1 0 0 1 0 1 1 1 1
 1 1 0 0 1 0 0 0 1 0 0 0 1 1 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 1 1 1 0 0 1 1
 0 0 0 0 1 1 0]
Selected indices :  [ 1  2  3  4  6  7 12 14 15 17 22 25 28 31 33 34 35 36 37 38 41 45 49 50
 58 59 60 61 62 67 68 69 72 73 78 79]
Number of selected elements :  36
Best solution fitness :  0.01640273949278811
Generation:  7
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 40)
(286, 40)
Epoch 1/30
2022-12-10 14:43:01.205812: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:43:02.122535: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:43:02.986907: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:43:03.873678: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:43:05.643282: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:43:07.080268: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:43:08.440628: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4693.1504 - mean_squared_error: 4693.1504
2022-12-10 14:43:29.328148: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:43:29.553941: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:43:30.024737: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:43:30.450184: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 34s 300ms/step - loss: 4693.1504 - mean_squared_error: 4693.1504 - val_loss: 583.4096 - val_mean_squared_error: 583.4096
Epoch 2/30
81/81 [==============================] - 6s 68ms/step - loss: 2462.4922 - mean_squared_error: 2462.4922 - val_loss: 30.8090 - val_mean_squared_error: 30.8090
Epoch 3/30
81/81 [==============================] - 4s 55ms/step - loss: 1434.2460 - mean_squared_error: 1434.2460 - val_loss: 522.1234 - val_mean_squared_error: 522.1234
Epoch 4/30
81/81 [==============================] - 4s 53ms/step - loss: 740.1835 - mean_squared_error: 740.1835 - val_loss: 1203.1879 - val_mean_squared_error: 1203.1879
Epoch 5/30
81/81 [==============================] - 5s 56ms/step - loss: 461.4100 - mean_squared_error: 461.4100 - val_loss: 25.0378 - val_mean_squared_error: 25.0378
Epoch 6/30
81/81 [==============================] - 4s 52ms/step - loss: 584.7160 - mean_squared_error: 584.7160 - val_loss: 1552.4868 - val_mean_squared_error: 1552.4868
Epoch 7/30
81/81 [==============================] - 4s 52ms/step - loss: 547.9899 - mean_squared_error: 547.9899 - val_loss: 3940.8303 - val_mean_squared_error: 3940.8303
Epoch 8/30
81/81 [==============================] - 4s 52ms/step - loss: 191.7232 - mean_squared_error: 191.7232 - val_loss: 1309.9093 - val_mean_squared_error: 1309.9093
Epoch 9/30
81/81 [==============================] - 4s 54ms/step - loss: 103.3075 - mean_squared_error: 103.3075 - val_loss: 392.1582 - val_mean_squared_error: 392.1582
Epoch 10/30
81/81 [==============================] - 4s 53ms/step - loss: 84.7332 - mean_squared_error: 84.7332 - val_loss: 58.4584 - val_mean_squared_error: 58.4584
Epoch 11/30
81/81 [==============================] - 4s 50ms/step - loss: 62.9673 - mean_squared_error: 62.9673 - val_loss: 303.3745 - val_mean_squared_error: 303.3745
Epoch 12/30
81/81 [==============================] - 4s 48ms/step - loss: 59.8947 - mean_squared_error: 59.8947 - val_loss: 207.1660 - val_mean_squared_error: 207.1660
Epoch 13/30
81/81 [==============================] - 4s 52ms/step - loss: 59.2136 - mean_squared_error: 59.2136 - val_loss: 416.6217 - val_mean_squared_error: 416.6217
Epoch 14/30
81/81 [==============================] - 4s 47ms/step - loss: 56.9089 - mean_squared_error: 56.9089 - val_loss: 594.5051 - val_mean_squared_error: 594.5051
Epoch 15/30
81/81 [==============================] - 4s 47ms/step - loss: 48.4278 - mean_squared_error: 48.4278 - val_loss: 683.1398 - val_mean_squared_error: 683.1398
Epoch 16/30
81/81 [==============================] - 4s 45ms/step - loss: 47.2203 - mean_squared_error: 47.2203 - val_loss: 387.2607 - val_mean_squared_error: 387.2607
Epoch 17/30
81/81 [==============================] - 4s 47ms/step - loss: 50.1964 - mean_squared_error: 50.1964 - val_loss: 460.7036 - val_mean_squared_error: 460.7036
Epoch 18/30
81/81 [==============================] - 4s 47ms/step - loss: 46.6896 - mean_squared_error: 46.6896 - val_loss: 624.8023 - val_mean_squared_error: 624.8023
Epoch 19/30
81/81 [==============================] - 4s 47ms/step - loss: 58.5823 - mean_squared_error: 58.5823 - val_loss: 781.1123 - val_mean_squared_error: 781.1123
Epoch 20/30
81/81 [==============================] - 4s 47ms/step - loss: 50.2177 - mean_squared_error: 50.2177 - val_loss: 278.5458 - val_mean_squared_error: 278.5458
Epoch 21/30
81/81 [==============================] - 4s 46ms/step - loss: 45.3678 - mean_squared_error: 45.3678 - val_loss: 132.1682 - val_mean_squared_error: 132.1682
Epoch 22/30
81/81 [==============================] - 4s 48ms/step - loss: 47.6977 - mean_squared_error: 47.6977 - val_loss: 343.6918 - val_mean_squared_error: 343.6918
Epoch 23/30
81/81 [==============================] - 4s 46ms/step - loss: 46.2923 - mean_squared_error: 46.2923 - val_loss: 51.4296 - val_mean_squared_error: 51.4296
Epoch 24/30
81/81 [==============================] - 4s 46ms/step - loss: 46.2924 - mean_squared_error: 46.2924 - val_loss: 583.1808 - val_mean_squared_error: 583.1808
Epoch 25/30
81/81 [==============================] - 4s 45ms/step - loss: 46.2023 - mean_squared_error: 46.2023 - val_loss: 394.7116 - val_mean_squared_error: 394.7116
Epoch 26/30
81/81 [==============================] - 4s 48ms/step - loss: 45.4157 - mean_squared_error: 45.4157 - val_loss: 366.7404 - val_mean_squared_error: 366.7404
Epoch 27/30
81/81 [==============================] - 4s 46ms/step - loss: 51.9153 - mean_squared_error: 51.9153 - val_loss: 71.4255 - val_mean_squared_error: 71.4255
Epoch 28/30
81/81 [==============================] - 4s 47ms/step - loss: 48.6908 - mean_squared_error: 48.6908 - val_loss: 300.0135 - val_mean_squared_error: 300.0135
Epoch 29/30
81/81 [==============================] - 4s 47ms/step - loss: 48.4573 - mean_squared_error: 48.4573 - val_loss: 491.6339 - val_mean_squared_error: 491.6339
Epoch 30/30
81/81 [==============================] - 4s 46ms/step - loss: 49.7310 - mean_squared_error: 49.7310 - val_loss: 188.7962 - val_mean_squared_error: 188.7962
2022-12-10 14:45:30.157806: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:45:30.364962: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:45:30.783509: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:45:31.212783: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.19041704 0.15281651 0.44309554 ... 0.         0.         0.        ]
 [0.18030169 0.18600112 0.44272007 ... 0.         0.         0.        ]
 ...
 [0.07808341 0.07933631 0.74735086 ... 0.         0.         0.        ]
 [0.0743567  0.07306191 0.76512307 ... 0.         0.         0.        ]
 [0.07488909 0.08951478 0.76583229 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 14:45:34.366127: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:45:34.922455: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:45:35.521207: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:45:36.135386: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:45:37.393788: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:45:38.506610: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:45:39.547624: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4847.6450 - mean_squared_error: 4847.6450
2022-12-10 14:45:57.298317: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:45:57.507685: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:45:57.844696: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:45:58.211837: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 27s 257ms/step - loss: 4847.6450 - mean_squared_error: 4847.6450 - val_loss: 706.8440 - val_mean_squared_error: 706.8440
Epoch 2/30
81/81 [==============================] - 5s 61ms/step - loss: 2375.5498 - mean_squared_error: 2375.5498 - val_loss: 109.7221 - val_mean_squared_error: 109.7221
Epoch 3/30
81/81 [==============================] - 5s 56ms/step - loss: 1537.6737 - mean_squared_error: 1537.6737 - val_loss: 934.8500 - val_mean_squared_error: 934.8500
Epoch 4/30
81/81 [==============================] - 4s 50ms/step - loss: 752.0259 - mean_squared_error: 752.0259 - val_loss: 1346.6930 - val_mean_squared_error: 1346.6930
Epoch 5/30
81/81 [==============================] - 4s 49ms/step - loss: 351.3383 - mean_squared_error: 351.3383 - val_loss: 2963.7800 - val_mean_squared_error: 2963.7800
Epoch 6/30
81/81 [==============================] - 4s 47ms/step - loss: 227.4449 - mean_squared_error: 227.4449 - val_loss: 691.7946 - val_mean_squared_error: 691.7946
Epoch 7/30
81/81 [==============================] - 4s 51ms/step - loss: 166.5871 - mean_squared_error: 166.5871 - val_loss: 106.7559 - val_mean_squared_error: 106.7559
Epoch 8/30
81/81 [==============================] - 4s 50ms/step - loss: 140.7456 - mean_squared_error: 140.7456 - val_loss: 121.5947 - val_mean_squared_error: 121.5947
Epoch 9/30
81/81 [==============================] - 4s 48ms/step - loss: 119.9419 - mean_squared_error: 119.9419 - val_loss: 76.0743 - val_mean_squared_error: 76.0743
Epoch 10/30
81/81 [==============================] - 4s 49ms/step - loss: 100.9864 - mean_squared_error: 100.9864 - val_loss: 62.5684 - val_mean_squared_error: 62.5684
Epoch 11/30
81/81 [==============================] - 4s 48ms/step - loss: 99.6968 - mean_squared_error: 99.6968 - val_loss: 66.0064 - val_mean_squared_error: 66.0064
Epoch 12/30
81/81 [==============================] - 4s 50ms/step - loss: 77.3102 - mean_squared_error: 77.3102 - val_loss: 99.6010 - val_mean_squared_error: 99.6010
Epoch 13/30
81/81 [==============================] - 4s 49ms/step - loss: 76.0410 - mean_squared_error: 76.0410 - val_loss: 236.8391 - val_mean_squared_error: 236.8391
Epoch 14/30
81/81 [==============================] - 4s 49ms/step - loss: 68.7626 - mean_squared_error: 68.7626 - val_loss: 163.8538 - val_mean_squared_error: 163.8538
Epoch 15/30
81/81 [==============================] - 4s 48ms/step - loss: 66.9499 - mean_squared_error: 66.9499 - val_loss: 86.1959 - val_mean_squared_error: 86.1959
Epoch 16/30
81/81 [==============================] - 4s 51ms/step - loss: 61.2588 - mean_squared_error: 61.2588 - val_loss: 98.7881 - val_mean_squared_error: 98.7881
Epoch 17/30
81/81 [==============================] - 4s 52ms/step - loss: 70.4215 - mean_squared_error: 70.4215 - val_loss: 96.6478 - val_mean_squared_error: 96.6478
Epoch 18/30
81/81 [==============================] - 4s 49ms/step - loss: 56.9113 - mean_squared_error: 56.9113 - val_loss: 53.8368 - val_mean_squared_error: 53.8368
Epoch 19/30
81/81 [==============================] - 4s 48ms/step - loss: 63.8073 - mean_squared_error: 63.8073 - val_loss: 80.6576 - val_mean_squared_error: 80.6576
Epoch 20/30
81/81 [==============================] - 4s 46ms/step - loss: 50.9163 - mean_squared_error: 50.9163 - val_loss: 67.9062 - val_mean_squared_error: 67.9062
Epoch 21/30
81/81 [==============================] - 4s 47ms/step - loss: 56.2920 - mean_squared_error: 56.2920 - val_loss: 40.2476 - val_mean_squared_error: 40.2476
Epoch 22/30
81/81 [==============================] - 4s 46ms/step - loss: 61.3218 - mean_squared_error: 61.3218 - val_loss: 70.3235 - val_mean_squared_error: 70.3235
Epoch 23/30
81/81 [==============================] - 4s 46ms/step - loss: 51.4640 - mean_squared_error: 51.4640 - val_loss: 53.4966 - val_mean_squared_error: 53.4966
Epoch 24/30
81/81 [==============================] - 4s 46ms/step - loss: 46.0908 - mean_squared_error: 46.0908 - val_loss: 81.1889 - val_mean_squared_error: 81.1889
Epoch 25/30
81/81 [==============================] - 4s 46ms/step - loss: 50.4964 - mean_squared_error: 50.4964 - val_loss: 120.5880 - val_mean_squared_error: 120.5880
Epoch 26/30
81/81 [==============================] - 4s 47ms/step - loss: 48.2445 - mean_squared_error: 48.2445 - val_loss: 216.1903 - val_mean_squared_error: 216.1903
Epoch 27/30
81/81 [==============================] - 4s 46ms/step - loss: 53.1468 - mean_squared_error: 53.1468 - val_loss: 66.5849 - val_mean_squared_error: 66.5849
Epoch 28/30
81/81 [==============================] - 4s 46ms/step - loss: 47.4251 - mean_squared_error: 47.4251 - val_loss: 46.9929 - val_mean_squared_error: 46.9929
Epoch 29/30
81/81 [==============================] - 4s 47ms/step - loss: 48.7027 - mean_squared_error: 48.7027 - val_loss: 197.6030 - val_mean_squared_error: 197.6030
Epoch 30/30
81/81 [==============================] - 4s 46ms/step - loss: 41.4169 - mean_squared_error: 41.4169 - val_loss: 92.4364 - val_mean_squared_error: 92.4364
2022-12-10 14:47:55.324439: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:47:55.475123: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:47:55.873543: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:47:56.278332: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 48)
(286, 48)
Epoch 1/30
2022-12-10 14:48:00.052220: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:48:00.584697: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:48:01.195717: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:48:01.831717: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:48:03.201054: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:48:04.251590: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:48:05.292966: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4806.8389 - mean_squared_error: 4806.8389
2022-12-10 14:48:24.680147: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:48:24.859905: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:48:25.239709: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:48:25.616372: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 29s 277ms/step - loss: 4806.8389 - mean_squared_error: 4806.8389 - val_loss: 588.3277 - val_mean_squared_error: 588.3277
Epoch 2/30
81/81 [==============================] - 5s 66ms/step - loss: 2435.0999 - mean_squared_error: 2435.0999 - val_loss: 45.9669 - val_mean_squared_error: 45.9669
Epoch 3/30
81/81 [==============================] - 4s 54ms/step - loss: 1282.2303 - mean_squared_error: 1282.2303 - val_loss: 445.0073 - val_mean_squared_error: 445.0073
Epoch 4/30
81/81 [==============================] - 4s 54ms/step - loss: 994.3685 - mean_squared_error: 994.3685 - val_loss: 1476.6462 - val_mean_squared_error: 1476.6462
Epoch 5/30
81/81 [==============================] - 5s 57ms/step - loss: 570.6228 - mean_squared_error: 570.6228 - val_loss: 2004.5211 - val_mean_squared_error: 2004.5211
Epoch 6/30
81/81 [==============================] - 4s 53ms/step - loss: 156.5716 - mean_squared_error: 156.5716 - val_loss: 1006.6135 - val_mean_squared_error: 1006.6135
Epoch 7/30
81/81 [==============================] - 5s 58ms/step - loss: 85.6836 - mean_squared_error: 85.6836 - val_loss: 51.4407 - val_mean_squared_error: 51.4407
Epoch 8/30
81/81 [==============================] - 4s 53ms/step - loss: 71.7138 - mean_squared_error: 71.7138 - val_loss: 17.6182 - val_mean_squared_error: 17.6182
Epoch 9/30
81/81 [==============================] - 4s 54ms/step - loss: 72.5293 - mean_squared_error: 72.5293 - val_loss: 38.9871 - val_mean_squared_error: 38.9871
Epoch 10/30
81/81 [==============================] - 4s 54ms/step - loss: 60.7230 - mean_squared_error: 60.7230 - val_loss: 36.1367 - val_mean_squared_error: 36.1367
Epoch 11/30
81/81 [==============================] - 4s 53ms/step - loss: 56.8642 - mean_squared_error: 56.8642 - val_loss: 101.2281 - val_mean_squared_error: 101.2281
Epoch 12/30
81/81 [==============================] - 4s 51ms/step - loss: 58.9866 - mean_squared_error: 58.9866 - val_loss: 26.4112 - val_mean_squared_error: 26.4112
Epoch 13/30
81/81 [==============================] - 4s 52ms/step - loss: 54.4570 - mean_squared_error: 54.4570 - val_loss: 60.7045 - val_mean_squared_error: 60.7045
Epoch 14/30
81/81 [==============================] - 4s 51ms/step - loss: 49.2798 - mean_squared_error: 49.2798 - val_loss: 29.9791 - val_mean_squared_error: 29.9791
Epoch 15/30
81/81 [==============================] - 4s 55ms/step - loss: 48.6934 - mean_squared_error: 48.6934 - val_loss: 23.1483 - val_mean_squared_error: 23.1483
Epoch 16/30
81/81 [==============================] - 4s 50ms/step - loss: 55.7086 - mean_squared_error: 55.7086 - val_loss: 23.5630 - val_mean_squared_error: 23.5630
Epoch 17/30
81/81 [==============================] - 4s 51ms/step - loss: 47.0573 - mean_squared_error: 47.0573 - val_loss: 34.3289 - val_mean_squared_error: 34.3289
Epoch 18/30
81/81 [==============================] - 4s 51ms/step - loss: 50.0725 - mean_squared_error: 50.0725 - val_loss: 40.5649 - val_mean_squared_error: 40.5649
Epoch 19/30
81/81 [==============================] - 4s 50ms/step - loss: 58.0698 - mean_squared_error: 58.0698 - val_loss: 17.4706 - val_mean_squared_error: 17.4706
Epoch 20/30
81/81 [==============================] - 4s 51ms/step - loss: 51.1352 - mean_squared_error: 51.1352 - val_loss: 36.0932 - val_mean_squared_error: 36.0932
Epoch 21/30
81/81 [==============================] - 4s 50ms/step - loss: 52.3479 - mean_squared_error: 52.3479 - val_loss: 41.7098 - val_mean_squared_error: 41.7098
Epoch 22/30
81/81 [==============================] - 4s 51ms/step - loss: 43.3832 - mean_squared_error: 43.3832 - val_loss: 60.3478 - val_mean_squared_error: 60.3478
Epoch 23/30
81/81 [==============================] - 5s 57ms/step - loss: 43.0159 - mean_squared_error: 43.0159 - val_loss: 60.2617 - val_mean_squared_error: 60.2617
Epoch 24/30
81/81 [==============================] - 4s 50ms/step - loss: 43.3611 - mean_squared_error: 43.3611 - val_loss: 22.3838 - val_mean_squared_error: 22.3838
Epoch 25/30
81/81 [==============================] - 4s 51ms/step - loss: 56.9365 - mean_squared_error: 56.9365 - val_loss: 24.4303 - val_mean_squared_error: 24.4303
Epoch 26/30
81/81 [==============================] - 4s 51ms/step - loss: 43.6583 - mean_squared_error: 43.6583 - val_loss: 22.6427 - val_mean_squared_error: 22.6427
Epoch 27/30
81/81 [==============================] - 4s 50ms/step - loss: 46.2095 - mean_squared_error: 46.2095 - val_loss: 24.6460 - val_mean_squared_error: 24.6460
Epoch 28/30
81/81 [==============================] - 4s 51ms/step - loss: 36.0977 - mean_squared_error: 36.0977 - val_loss: 22.4292 - val_mean_squared_error: 22.4292
Epoch 29/30
81/81 [==============================] - 4s 51ms/step - loss: 48.8331 - mean_squared_error: 48.8331 - val_loss: 46.3134 - val_mean_squared_error: 46.3134
Epoch 30/30
81/81 [==============================] - 4s 50ms/step - loss: 42.4153 - mean_squared_error: 42.4153 - val_loss: 16.7900 - val_mean_squared_error: 16.7900
2022-12-10 14:50:32.143878: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:50:32.300493: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:50:32.676953: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:50:33.055554: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 14:50:36.904155: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:50:37.456317: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:50:38.049130: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:50:38.651892: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:50:39.945700: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:50:40.968038: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:50:42.016684: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4766.1353 - mean_squared_error: 4766.1353
2022-12-10 14:50:58.900030: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:50:59.096689: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:50:59.470556: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:50:59.835778: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 27s 248ms/step - loss: 4766.1353 - mean_squared_error: 4766.1353 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 4s 54ms/step - loss: 2242.4224 - mean_squared_error: 2242.4224 - val_loss: 474.7468 - val_mean_squared_error: 474.7468
Epoch 3/30
81/81 [==============================] - 4s 51ms/step - loss: 920.6868 - mean_squared_error: 920.6868 - val_loss: 777.3689 - val_mean_squared_error: 777.3689
Epoch 4/30
81/81 [==============================] - 4s 47ms/step - loss: 741.8026 - mean_squared_error: 741.8026 - val_loss: 192.2370 - val_mean_squared_error: 192.2370
Epoch 5/30
81/81 [==============================] - 6s 74ms/step - loss: 504.7817 - mean_squared_error: 504.7817 - val_loss: 74.7275 - val_mean_squared_error: 74.7275
Epoch 6/30
81/81 [==============================] - 4s 51ms/step - loss: 361.0424 - mean_squared_error: 361.0424 - val_loss: 734.2517 - val_mean_squared_error: 734.2517
Epoch 7/30
81/81 [==============================] - 4s 46ms/step - loss: 1043.8737 - mean_squared_error: 1043.8737 - val_loss: 288.6739 - val_mean_squared_error: 288.6739
Epoch 8/30
81/81 [==============================] - 4s 48ms/step - loss: 187.4581 - mean_squared_error: 187.4581 - val_loss: 42.1251 - val_mean_squared_error: 42.1251
Epoch 9/30
81/81 [==============================] - 4s 47ms/step - loss: 115.7889 - mean_squared_error: 115.7889 - val_loss: 261.0134 - val_mean_squared_error: 261.0134
Epoch 10/30
81/81 [==============================] - 4s 45ms/step - loss: 105.4312 - mean_squared_error: 105.4312 - val_loss: 67.2945 - val_mean_squared_error: 67.2945
Epoch 11/30
81/81 [==============================] - 4s 45ms/step - loss: 95.9326 - mean_squared_error: 95.9326 - val_loss: 34.9288 - val_mean_squared_error: 34.9288
Epoch 12/30
81/81 [==============================] - 4s 46ms/step - loss: 80.2626 - mean_squared_error: 80.2626 - val_loss: 58.5816 - val_mean_squared_error: 58.5816
Epoch 13/30
81/81 [==============================] - 4s 45ms/step - loss: 77.0566 - mean_squared_error: 77.0566 - val_loss: 33.1353 - val_mean_squared_error: 33.1353
Epoch 14/30
81/81 [==============================] - 4s 45ms/step - loss: 74.7046 - mean_squared_error: 74.7046 - val_loss: 53.9578 - val_mean_squared_error: 53.9578
Epoch 15/30
81/81 [==============================] - 4s 45ms/step - loss: 68.2483 - mean_squared_error: 68.2483 - val_loss: 27.8301 - val_mean_squared_error: 27.8301
Epoch 16/30
81/81 [==============================] - 4s 44ms/step - loss: 68.8814 - mean_squared_error: 68.8814 - val_loss: 141.2016 - val_mean_squared_error: 141.2016
Epoch 17/30
81/81 [==============================] - 4s 44ms/step - loss: 61.1817 - mean_squared_error: 61.1817 - val_loss: 41.9068 - val_mean_squared_error: 41.9068
Epoch 18/30
81/81 [==============================] - 4s 44ms/step - loss: 57.5384 - mean_squared_error: 57.5384 - val_loss: 26.1515 - val_mean_squared_error: 26.1515
Epoch 19/30
81/81 [==============================] - 4s 45ms/step - loss: 61.3276 - mean_squared_error: 61.3276 - val_loss: 50.6848 - val_mean_squared_error: 50.6848
Epoch 20/30
81/81 [==============================] - 4s 44ms/step - loss: 58.7211 - mean_squared_error: 58.7211 - val_loss: 35.3100 - val_mean_squared_error: 35.3100
Epoch 21/30
81/81 [==============================] - 3s 43ms/step - loss: 57.5818 - mean_squared_error: 57.5818 - val_loss: 44.8260 - val_mean_squared_error: 44.8260
Epoch 22/30
81/81 [==============================] - 4s 44ms/step - loss: 55.4206 - mean_squared_error: 55.4206 - val_loss: 45.6223 - val_mean_squared_error: 45.6223
Epoch 23/30
81/81 [==============================] - 4s 44ms/step - loss: 64.3273 - mean_squared_error: 64.3273 - val_loss: 39.1125 - val_mean_squared_error: 39.1125
Epoch 24/30
81/81 [==============================] - 4s 43ms/step - loss: 54.2964 - mean_squared_error: 54.2964 - val_loss: 102.6211 - val_mean_squared_error: 102.6211
Epoch 25/30
81/81 [==============================] - 4s 43ms/step - loss: 57.7351 - mean_squared_error: 57.7351 - val_loss: 96.2231 - val_mean_squared_error: 96.2231
Epoch 26/30
81/81 [==============================] - 3s 43ms/step - loss: 55.3879 - mean_squared_error: 55.3879 - val_loss: 48.3016 - val_mean_squared_error: 48.3016
Epoch 27/30
81/81 [==============================] - 3s 43ms/step - loss: 47.3478 - mean_squared_error: 47.3478 - val_loss: 41.9406 - val_mean_squared_error: 41.9406
Epoch 28/30
81/81 [==============================] - 4s 44ms/step - loss: 58.2507 - mean_squared_error: 58.2507 - val_loss: 35.0511 - val_mean_squared_error: 35.0511
Epoch 29/30
81/81 [==============================] - 4s 44ms/step - loss: 48.4867 - mean_squared_error: 48.4867 - val_loss: 50.7463 - val_mean_squared_error: 50.7463
Epoch 30/30
81/81 [==============================] - 3s 43ms/step - loss: 50.0817 - mean_squared_error: 50.0817 - val_loss: 79.0477 - val_mean_squared_error: 79.0477
2022-12-10 14:52:51.579874: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:52:51.737133: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:52:52.125424: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:52:52.542532: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 14:52:56.330208: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:52:56.884460: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:52:57.504990: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:52:58.175548: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:52:59.616739: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:53:00.717150: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:53:01.791742: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4813.9746 - mean_squared_error: 4813.9746
2022-12-10 14:53:20.009510: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:53:20.196273: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:53:20.576856: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:53:20.963933: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 28s 261ms/step - loss: 4813.9746 - mean_squared_error: 4813.9746 - val_loss: 724.9246 - val_mean_squared_error: 724.9246
Epoch 2/30
81/81 [==============================] - 5s 63ms/step - loss: 2844.2754 - mean_squared_error: 2844.2754 - val_loss: 25.7955 - val_mean_squared_error: 25.7955
Epoch 3/30
81/81 [==============================] - 5s 56ms/step - loss: 2561.0850 - mean_squared_error: 2561.0850 - val_loss: 219.1094 - val_mean_squared_error: 219.1094
Epoch 4/30
81/81 [==============================] - 4s 51ms/step - loss: 1733.2823 - mean_squared_error: 1733.2823 - val_loss: 286.9472 - val_mean_squared_error: 286.9472
Epoch 5/30
81/81 [==============================] - 4s 49ms/step - loss: 1523.3190 - mean_squared_error: 1523.3190 - val_loss: 364.7639 - val_mean_squared_error: 364.7639
Epoch 6/30
81/81 [==============================] - 4s 51ms/step - loss: 1472.4556 - mean_squared_error: 1472.4556 - val_loss: 154.2589 - val_mean_squared_error: 154.2589
Epoch 7/30
81/81 [==============================] - 4s 48ms/step - loss: 1413.3334 - mean_squared_error: 1413.3334 - val_loss: 55.0494 - val_mean_squared_error: 55.0494
Epoch 8/30
81/81 [==============================] - 4s 47ms/step - loss: 1215.8339 - mean_squared_error: 1215.8339 - val_loss: 382.2376 - val_mean_squared_error: 382.2376
Epoch 9/30
81/81 [==============================] - 4s 49ms/step - loss: 1134.7111 - mean_squared_error: 1134.7111 - val_loss: 403.0858 - val_mean_squared_error: 403.0858
Epoch 10/30
81/81 [==============================] - 4s 48ms/step - loss: 1123.4791 - mean_squared_error: 1123.4791 - val_loss: 48.6697 - val_mean_squared_error: 48.6697
Epoch 11/30
81/81 [==============================] - 4s 48ms/step - loss: 1025.8939 - mean_squared_error: 1025.8939 - val_loss: 19.5617 - val_mean_squared_error: 19.5617
Epoch 12/30
81/81 [==============================] - 4s 49ms/step - loss: 1020.6021 - mean_squared_error: 1020.6021 - val_loss: 26.8789 - val_mean_squared_error: 26.8789
Epoch 13/30
81/81 [==============================] - 4s 46ms/step - loss: 1096.5765 - mean_squared_error: 1096.5765 - val_loss: 78.2861 - val_mean_squared_error: 78.2861
Epoch 14/30
81/81 [==============================] - 4s 46ms/step - loss: 1051.7959 - mean_squared_error: 1051.7959 - val_loss: 106.3771 - val_mean_squared_error: 106.3771
Epoch 15/30
81/81 [==============================] - 4s 47ms/step - loss: 1056.5017 - mean_squared_error: 1056.5017 - val_loss: 197.5696 - val_mean_squared_error: 197.5696
Epoch 16/30
81/81 [==============================] - 4s 47ms/step - loss: 1009.6835 - mean_squared_error: 1009.6835 - val_loss: 33.8071 - val_mean_squared_error: 33.8071
Epoch 17/30
81/81 [==============================] - 5s 58ms/step - loss: 1045.4934 - mean_squared_error: 1045.4934 - val_loss: 45.7806 - val_mean_squared_error: 45.7806
Epoch 18/30
81/81 [==============================] - 4s 47ms/step - loss: 1038.6860 - mean_squared_error: 1038.6860 - val_loss: 24.8715 - val_mean_squared_error: 24.8715
Epoch 19/30
81/81 [==============================] - 4s 46ms/step - loss: 996.5673 - mean_squared_error: 996.5673 - val_loss: 76.8413 - val_mean_squared_error: 76.8413
Epoch 20/30
81/81 [==============================] - 4s 47ms/step - loss: 1036.4337 - mean_squared_error: 1036.4337 - val_loss: 248.3501 - val_mean_squared_error: 248.3501
Epoch 21/30
81/81 [==============================] - 4s 46ms/step - loss: 1027.1781 - mean_squared_error: 1027.1781 - val_loss: 45.8083 - val_mean_squared_error: 45.8083
Epoch 22/30
81/81 [==============================] - 4s 46ms/step - loss: 1041.0593 - mean_squared_error: 1041.0593 - val_loss: 46.1683 - val_mean_squared_error: 46.1683
Epoch 23/30
81/81 [==============================] - 4s 50ms/step - loss: 1005.9187 - mean_squared_error: 1005.9187 - val_loss: 48.8080 - val_mean_squared_error: 48.8080
Epoch 24/30
81/81 [==============================] - 4s 47ms/step - loss: 1043.9094 - mean_squared_error: 1043.9094 - val_loss: 88.1279 - val_mean_squared_error: 88.1279
Epoch 25/30
81/81 [==============================] - 4s 46ms/step - loss: 1054.4832 - mean_squared_error: 1054.4832 - val_loss: 38.2145 - val_mean_squared_error: 38.2145
Epoch 26/30
81/81 [==============================] - 4s 47ms/step - loss: 964.7802 - mean_squared_error: 964.7802 - val_loss: 46.3574 - val_mean_squared_error: 46.3574
Epoch 27/30
81/81 [==============================] - 4s 46ms/step - loss: 1048.4617 - mean_squared_error: 1048.4617 - val_loss: 163.0438 - val_mean_squared_error: 163.0438
Epoch 28/30
81/81 [==============================] - 4s 47ms/step - loss: 1008.2086 - mean_squared_error: 1008.2086 - val_loss: 46.9384 - val_mean_squared_error: 46.9384
Epoch 29/30
81/81 [==============================] - 4s 47ms/step - loss: 1010.7059 - mean_squared_error: 1010.7059 - val_loss: 36.1409 - val_mean_squared_error: 36.1409
Epoch 30/30
81/81 [==============================] - 4s 46ms/step - loss: 1020.9162 - mean_squared_error: 1020.9162 - val_loss: 36.7235 - val_mean_squared_error: 36.7235
2022-12-10 14:55:17.923106: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:55:18.128726: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:55:18.494260: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:55:18.879691: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.03969034841247901
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 48)
(286, 48)
Epoch 1/30
2022-12-10 14:55:23.401682: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:55:23.913973: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:55:24.599939: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:55:25.263509: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:55:26.564144: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:55:27.636161: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:55:28.845760: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4818.5566 - mean_squared_error: 4818.5566
2022-12-10 14:55:48.154265: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:55:48.321967: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:55:48.699125: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:55:49.097573: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 30s 274ms/step - loss: 4818.5566 - mean_squared_error: 4818.5566 - val_loss: 268.9030 - val_mean_squared_error: 268.9030
Epoch 2/30
81/81 [==============================] - 5s 66ms/step - loss: 2814.3438 - mean_squared_error: 2814.3438 - val_loss: 298.5111 - val_mean_squared_error: 298.5111
Epoch 3/30
81/81 [==============================] - 4s 55ms/step - loss: 1561.6431 - mean_squared_error: 1561.6431 - val_loss: 1032.5828 - val_mean_squared_error: 1032.5828
Epoch 4/30
81/81 [==============================] - 5s 58ms/step - loss: 812.9288 - mean_squared_error: 812.9288 - val_loss: 2820.8066 - val_mean_squared_error: 2820.8066
Epoch 5/30
81/81 [==============================] - 5s 59ms/step - loss: 587.5179 - mean_squared_error: 587.5179 - val_loss: 1843.4503 - val_mean_squared_error: 1843.4503
Epoch 6/30
81/81 [==============================] - 5s 57ms/step - loss: 494.3360 - mean_squared_error: 494.3360 - val_loss: 1176.3201 - val_mean_squared_error: 1176.3201
Epoch 7/30
81/81 [==============================] - 4s 51ms/step - loss: 213.3009 - mean_squared_error: 213.3009 - val_loss: 1585.4521 - val_mean_squared_error: 1585.4521
Epoch 8/30
81/81 [==============================] - 5s 59ms/step - loss: 123.1678 - mean_squared_error: 123.1678 - val_loss: 34.9497 - val_mean_squared_error: 34.9497
Epoch 9/30
81/81 [==============================] - 4s 53ms/step - loss: 93.6470 - mean_squared_error: 93.6470 - val_loss: 40.4164 - val_mean_squared_error: 40.4164
Epoch 10/30
81/81 [==============================] - 4s 50ms/step - loss: 75.9562 - mean_squared_error: 75.9562 - val_loss: 17.9273 - val_mean_squared_error: 17.9273
Epoch 11/30
81/81 [==============================] - 4s 52ms/step - loss: 84.8316 - mean_squared_error: 84.8316 - val_loss: 43.0952 - val_mean_squared_error: 43.0951
Epoch 12/30
81/81 [==============================] - 4s 51ms/step - loss: 64.2452 - mean_squared_error: 64.2452 - val_loss: 19.7446 - val_mean_squared_error: 19.7446
Epoch 13/30
81/81 [==============================] - 4s 52ms/step - loss: 70.2102 - mean_squared_error: 70.2102 - val_loss: 16.9143 - val_mean_squared_error: 16.9143
Epoch 14/30
81/81 [==============================] - 8s 101ms/step - loss: 64.4391 - mean_squared_error: 64.4391 - val_loss: 82.4262 - val_mean_squared_error: 82.4262
Epoch 15/30
81/81 [==============================] - 4s 52ms/step - loss: 62.9204 - mean_squared_error: 62.9204 - val_loss: 17.5130 - val_mean_squared_error: 17.5130
Epoch 16/30
81/81 [==============================] - 4s 50ms/step - loss: 52.1358 - mean_squared_error: 52.1358 - val_loss: 45.5943 - val_mean_squared_error: 45.5943
Epoch 17/30
81/81 [==============================] - 4s 51ms/step - loss: 60.7116 - mean_squared_error: 60.7116 - val_loss: 28.0169 - val_mean_squared_error: 28.0169
Epoch 18/30
81/81 [==============================] - 4s 52ms/step - loss: 56.9619 - mean_squared_error: 56.9619 - val_loss: 122.8742 - val_mean_squared_error: 122.8742
Epoch 19/30
81/81 [==============================] - 4s 50ms/step - loss: 45.7528 - mean_squared_error: 45.7528 - val_loss: 39.8051 - val_mean_squared_error: 39.8051
Epoch 20/30
81/81 [==============================] - 4s 51ms/step - loss: 54.1608 - mean_squared_error: 54.1608 - val_loss: 114.9048 - val_mean_squared_error: 114.9047
Epoch 21/30
81/81 [==============================] - 4s 52ms/step - loss: 47.7997 - mean_squared_error: 47.7997 - val_loss: 57.5456 - val_mean_squared_error: 57.5456
Epoch 22/30
81/81 [==============================] - 4s 51ms/step - loss: 51.5041 - mean_squared_error: 51.5041 - val_loss: 18.7915 - val_mean_squared_error: 18.7915
Epoch 23/30
81/81 [==============================] - 4s 51ms/step - loss: 46.7180 - mean_squared_error: 46.7180 - val_loss: 106.7131 - val_mean_squared_error: 106.7131
Epoch 24/30
81/81 [==============================] - 4s 50ms/step - loss: 51.6332 - mean_squared_error: 51.6332 - val_loss: 40.5462 - val_mean_squared_error: 40.5462
Epoch 25/30
81/81 [==============================] - 4s 50ms/step - loss: 46.3608 - mean_squared_error: 46.3608 - val_loss: 96.6934 - val_mean_squared_error: 96.6934
Epoch 26/30
81/81 [==============================] - 4s 52ms/step - loss: 51.1392 - mean_squared_error: 51.1392 - val_loss: 90.7876 - val_mean_squared_error: 90.7876
Epoch 27/30
81/81 [==============================] - 4s 50ms/step - loss: 40.8858 - mean_squared_error: 40.8858 - val_loss: 73.7886 - val_mean_squared_error: 73.7886
Epoch 28/30
81/81 [==============================] - 4s 50ms/step - loss: 47.1372 - mean_squared_error: 47.1372 - val_loss: 27.3294 - val_mean_squared_error: 27.3294
Epoch 29/30
81/81 [==============================] - 4s 51ms/step - loss: 43.4438 - mean_squared_error: 43.4438 - val_loss: 13.9599 - val_mean_squared_error: 13.9599
Epoch 30/30
81/81 [==============================] - 4s 50ms/step - loss: 40.7301 - mean_squared_error: 40.7301 - val_loss: 53.6331 - val_mean_squared_error: 53.6331
2022-12-10 14:57:59.697114: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:57:59.867371: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:58:00.247326: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:58:00.618400: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 14:58:03.644014: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:58:04.219535: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:58:04.815396: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:58:05.485267: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:58:06.973134: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:58:08.157246: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:58:09.319183: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4863.8560 - mean_squared_error: 4863.8560
2022-12-10 14:58:29.914098: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:58:30.075417: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:58:30.501963: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 14:58:30.890923: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 31s 291ms/step - loss: 4863.8560 - mean_squared_error: 4863.8560 - val_loss: 756.5928 - val_mean_squared_error: 756.5928
Epoch 2/30
81/81 [==============================] - 5s 60ms/step - loss: 2476.8176 - mean_squared_error: 2476.8176 - val_loss: 111.5604 - val_mean_squared_error: 111.5604
Epoch 3/30
81/81 [==============================] - 4s 55ms/step - loss: 1852.5592 - mean_squared_error: 1852.5592 - val_loss: 194.9361 - val_mean_squared_error: 194.9361
Epoch 4/30
81/81 [==============================] - 4s 53ms/step - loss: 1843.3887 - mean_squared_error: 1843.3887 - val_loss: 353.1348 - val_mean_squared_error: 353.1348
Epoch 5/30
81/81 [==============================] - 5s 62ms/step - loss: 1643.1554 - mean_squared_error: 1643.1554 - val_loss: 71.9878 - val_mean_squared_error: 71.9878
Epoch 6/30
81/81 [==============================] - 4s 54ms/step - loss: 1435.8638 - mean_squared_error: 1435.8638 - val_loss: 232.4909 - val_mean_squared_error: 232.4909
Epoch 7/30
81/81 [==============================] - 4s 53ms/step - loss: 1467.2946 - mean_squared_error: 1467.2946 - val_loss: 113.1478 - val_mean_squared_error: 113.1478
Epoch 8/30
81/81 [==============================] - 4s 50ms/step - loss: 1441.3176 - mean_squared_error: 1441.3176 - val_loss: 39.7592 - val_mean_squared_error: 39.7592
Epoch 9/30
81/81 [==============================] - 4s 47ms/step - loss: 1491.5446 - mean_squared_error: 1491.5446 - val_loss: 54.3663 - val_mean_squared_error: 54.3663
Epoch 10/30
81/81 [==============================] - 4s 47ms/step - loss: 1427.2134 - mean_squared_error: 1427.2134 - val_loss: 51.8004 - val_mean_squared_error: 51.8004
Epoch 11/30
81/81 [==============================] - 4s 49ms/step - loss: 1389.2062 - mean_squared_error: 1389.2062 - val_loss: 100.8773 - val_mean_squared_error: 100.8773
Epoch 12/30
81/81 [==============================] - 4s 49ms/step - loss: 1425.1907 - mean_squared_error: 1425.1907 - val_loss: 133.1276 - val_mean_squared_error: 133.1276
Epoch 13/30
81/81 [==============================] - 4s 47ms/step - loss: 1424.4630 - mean_squared_error: 1424.4630 - val_loss: 46.5666 - val_mean_squared_error: 46.5666
Epoch 14/30
81/81 [==============================] - 4s 47ms/step - loss: 1414.1575 - mean_squared_error: 1414.1575 - val_loss: 129.5976 - val_mean_squared_error: 129.5976
Epoch 15/30
81/81 [==============================] - 4s 50ms/step - loss: 1399.2233 - mean_squared_error: 1399.2233 - val_loss: 18.2104 - val_mean_squared_error: 18.2104
Epoch 16/30
81/81 [==============================] - 4s 48ms/step - loss: 1414.4141 - mean_squared_error: 1414.4141 - val_loss: 301.7459 - val_mean_squared_error: 301.7459
Epoch 17/30
81/81 [==============================] - 4s 48ms/step - loss: 1428.2782 - mean_squared_error: 1428.2782 - val_loss: 36.4891 - val_mean_squared_error: 36.4891
Epoch 18/30
81/81 [==============================] - 4s 48ms/step - loss: 1338.3505 - mean_squared_error: 1338.3505 - val_loss: 2557.3042 - val_mean_squared_error: 2557.3042
Epoch 19/30
81/81 [==============================] - 4s 48ms/step - loss: 1053.9318 - mean_squared_error: 1053.9318 - val_loss: 49.9558 - val_mean_squared_error: 49.9558
Epoch 20/30
81/81 [==============================] - 4s 47ms/step - loss: 1029.0682 - mean_squared_error: 1029.0682 - val_loss: 134.0233 - val_mean_squared_error: 134.0233
Epoch 21/30
81/81 [==============================] - 4s 48ms/step - loss: 1030.1133 - mean_squared_error: 1030.1133 - val_loss: 85.3889 - val_mean_squared_error: 85.3889
Epoch 22/30
81/81 [==============================] - 4s 47ms/step - loss: 1026.5327 - mean_squared_error: 1026.5327 - val_loss: 46.7837 - val_mean_squared_error: 46.7837
Epoch 23/30
81/81 [==============================] - 4s 47ms/step - loss: 1016.6841 - mean_squared_error: 1016.6841 - val_loss: 26.6847 - val_mean_squared_error: 26.6847
Epoch 24/30
81/81 [==============================] - 4s 47ms/step - loss: 1035.1432 - mean_squared_error: 1035.1432 - val_loss: 80.3315 - val_mean_squared_error: 80.3315
Epoch 25/30
81/81 [==============================] - 4s 46ms/step - loss: 1078.2290 - mean_squared_error: 1078.2290 - val_loss: 48.3450 - val_mean_squared_error: 48.3450
Epoch 26/30
81/81 [==============================] - 4s 47ms/step - loss: 1030.6903 - mean_squared_error: 1030.6903 - val_loss: 24.9127 - val_mean_squared_error: 24.9127
Epoch 27/30
81/81 [==============================] - 4s 47ms/step - loss: 1032.1431 - mean_squared_error: 1032.1431 - val_loss: 23.2074 - val_mean_squared_error: 23.2074
Epoch 28/30
81/81 [==============================] - 4s 47ms/step - loss: 1027.0574 - mean_squared_error: 1027.0574 - val_loss: 40.4422 - val_mean_squared_error: 40.4422
Epoch 29/30
81/81 [==============================] - 4s 46ms/step - loss: 1055.2815 - mean_squared_error: 1055.2815 - val_loss: 29.7416 - val_mean_squared_error: 29.7416
Epoch 30/30
81/81 [==============================] - 4s 47ms/step - loss: 1006.2778 - mean_squared_error: 1006.2778 - val_loss: 49.3777 - val_mean_squared_error: 49.3777
2022-12-10 15:00:29.372426: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:00:29.561798: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:00:29.962344: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:00:30.437547: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 15:00:34.432771: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:00:35.298532: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:00:36.035558: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:00:36.843975: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:00:38.231314: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:00:39.267948: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:00:40.331497: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4711.6611 - mean_squared_error: 4711.6611
2022-12-10 15:00:58.789630: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:00:58.997990: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:00:59.377121: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:00:59.765773: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 29s 262ms/step - loss: 4711.6611 - mean_squared_error: 4711.6611 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 4s 55ms/step - loss: 2272.6372 - mean_squared_error: 2272.6372 - val_loss: 1936.8883 - val_mean_squared_error: 1936.8883
Epoch 3/30
81/81 [==============================] - 5s 59ms/step - loss: 983.4534 - mean_squared_error: 983.4534 - val_loss: 451.8080 - val_mean_squared_error: 451.8080
Epoch 4/30
81/81 [==============================] - 4s 48ms/step - loss: 655.0576 - mean_squared_error: 655.0576 - val_loss: 235.1786 - val_mean_squared_error: 235.1786
Epoch 5/30
81/81 [==============================] - 4s 48ms/step - loss: 387.8819 - mean_squared_error: 387.8819 - val_loss: 106.9605 - val_mean_squared_error: 106.9605
Epoch 6/30
81/81 [==============================] - 4s 48ms/step - loss: 129.4318 - mean_squared_error: 129.4318 - val_loss: 24.6324 - val_mean_squared_error: 24.6324
Epoch 7/30
81/81 [==============================] - 4s 45ms/step - loss: 87.7150 - mean_squared_error: 87.7150 - val_loss: 220.8550 - val_mean_squared_error: 220.8550
Epoch 8/30
81/81 [==============================] - 4s 46ms/step - loss: 76.8436 - mean_squared_error: 76.8436 - val_loss: 278.4002 - val_mean_squared_error: 278.4002
Epoch 9/30
81/81 [==============================] - 4s 46ms/step - loss: 69.9785 - mean_squared_error: 69.9785 - val_loss: 79.6845 - val_mean_squared_error: 79.6845
Epoch 10/30
81/81 [==============================] - 4s 46ms/step - loss: 63.0679 - mean_squared_error: 63.0679 - val_loss: 98.3561 - val_mean_squared_error: 98.3561
Epoch 11/30
81/81 [==============================] - 4s 45ms/step - loss: 59.2899 - mean_squared_error: 59.2899 - val_loss: 93.8831 - val_mean_squared_error: 93.8831
Epoch 12/30
81/81 [==============================] - 4s 45ms/step - loss: 56.0532 - mean_squared_error: 56.0532 - val_loss: 75.8268 - val_mean_squared_error: 75.8268
Epoch 13/30
81/81 [==============================] - 4s 46ms/step - loss: 58.0368 - mean_squared_error: 58.0368 - val_loss: 54.9628 - val_mean_squared_error: 54.9628
Epoch 14/30
81/81 [==============================] - 4s 47ms/step - loss: 52.8946 - mean_squared_error: 52.8946 - val_loss: 70.6946 - val_mean_squared_error: 70.6946
Epoch 15/30
81/81 [==============================] - 4s 47ms/step - loss: 56.4076 - mean_squared_error: 56.4076 - val_loss: 61.9753 - val_mean_squared_error: 61.9753
Epoch 16/30
81/81 [==============================] - 4s 44ms/step - loss: 49.2842 - mean_squared_error: 49.2842 - val_loss: 87.3379 - val_mean_squared_error: 87.3379
Epoch 17/30
81/81 [==============================] - 4s 44ms/step - loss: 58.3229 - mean_squared_error: 58.3229 - val_loss: 117.9761 - val_mean_squared_error: 117.9761
Epoch 18/30
81/81 [==============================] - 4s 44ms/step - loss: 55.4368 - mean_squared_error: 55.4368 - val_loss: 100.1781 - val_mean_squared_error: 100.1781
Epoch 19/30
81/81 [==============================] - 3s 43ms/step - loss: 47.2487 - mean_squared_error: 47.2487 - val_loss: 135.6559 - val_mean_squared_error: 135.6559
Epoch 20/30
81/81 [==============================] - 4s 44ms/step - loss: 48.2144 - mean_squared_error: 48.2144 - val_loss: 63.4306 - val_mean_squared_error: 63.4306
Epoch 21/30
81/81 [==============================] - 4s 44ms/step - loss: 45.6645 - mean_squared_error: 45.6645 - val_loss: 68.0557 - val_mean_squared_error: 68.0557
Epoch 22/30
81/81 [==============================] - 4s 44ms/step - loss: 49.2111 - mean_squared_error: 49.2111 - val_loss: 89.2228 - val_mean_squared_error: 89.2228
Epoch 23/30
81/81 [==============================] - 4s 45ms/step - loss: 48.9919 - mean_squared_error: 48.9919 - val_loss: 43.3772 - val_mean_squared_error: 43.3772
Epoch 24/30
81/81 [==============================] - 4s 43ms/step - loss: 44.5358 - mean_squared_error: 44.5358 - val_loss: 112.9442 - val_mean_squared_error: 112.9442
Epoch 25/30
81/81 [==============================] - 4s 43ms/step - loss: 49.2793 - mean_squared_error: 49.2793 - val_loss: 37.7030 - val_mean_squared_error: 37.7030
Epoch 26/30
81/81 [==============================] - 4s 43ms/step - loss: 40.9783 - mean_squared_error: 40.9783 - val_loss: 170.2911 - val_mean_squared_error: 170.2911
Epoch 27/30
81/81 [==============================] - 4s 44ms/step - loss: 45.5511 - mean_squared_error: 45.5511 - val_loss: 63.1829 - val_mean_squared_error: 63.1829
Epoch 28/30
81/81 [==============================] - 4s 44ms/step - loss: 48.1678 - mean_squared_error: 48.1678 - val_loss: 66.8836 - val_mean_squared_error: 66.8836
Epoch 29/30
81/81 [==============================] - 4s 44ms/step - loss: 41.4700 - mean_squared_error: 41.4700 - val_loss: 93.6749 - val_mean_squared_error: 93.6749
Epoch 30/30
81/81 [==============================] - 4s 45ms/step - loss: 41.6476 - mean_squared_error: 41.6476 - val_loss: 87.7278 - val_mean_squared_error: 87.7278
2022-12-10 15:02:49.918627: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:02:50.071762: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:02:50.504967: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:02:51.026715: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.19041704 0.15281651 0.44309554 ... 0.         0.         0.        ]
 [0.18030169 0.18600112 0.44272007 ... 0.         0.         0.        ]
 ...
 [0.07808341 0.07933631 0.74735086 ... 0.         0.         0.        ]
 [0.0743567  0.07306191 0.76512307 ... 0.         0.         0.        ]
 [0.07488909 0.08951478 0.76583229 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 15:02:55.241471: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:02:55.785779: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:02:56.395037: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:02:57.036491: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:02:58.484841: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:02:59.585000: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:03:00.725044: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 5025.9009 - mean_squared_error: 5025.9009
2022-12-10 15:03:18.308357: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:03:18.518734: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:03:18.887437: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:03:19.289526: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 27s 253ms/step - loss: 5025.9009 - mean_squared_error: 5025.9009 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 5s 62ms/step - loss: 2670.8301 - mean_squared_error: 2670.8301 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 5s 60ms/step - loss: 1285.6029 - mean_squared_error: 1285.6029 - val_loss: 88.1597 - val_mean_squared_error: 88.1597
Epoch 4/30
81/81 [==============================] - 4s 48ms/step - loss: 1072.8849 - mean_squared_error: 1072.8849 - val_loss: 252.3094 - val_mean_squared_error: 252.3094
Epoch 5/30
81/81 [==============================] - 4s 48ms/step - loss: 944.4321 - mean_squared_error: 944.4321 - val_loss: 151.8347 - val_mean_squared_error: 151.8347
Epoch 6/30
81/81 [==============================] - 4s 51ms/step - loss: 953.2355 - mean_squared_error: 953.2355 - val_loss: 248.9782 - val_mean_squared_error: 248.9782
Epoch 7/30
81/81 [==============================] - 4s 50ms/step - loss: 946.1443 - mean_squared_error: 946.1443 - val_loss: 319.0578 - val_mean_squared_error: 319.0578
Epoch 8/30
81/81 [==============================] - 4s 47ms/step - loss: 968.8943 - mean_squared_error: 968.8943 - val_loss: 288.3244 - val_mean_squared_error: 288.3244
Epoch 9/30
81/81 [==============================] - 4s 49ms/step - loss: 918.5912 - mean_squared_error: 918.5912 - val_loss: 398.4973 - val_mean_squared_error: 398.4973
Epoch 10/30
81/81 [==============================] - 4s 47ms/step - loss: 952.7849 - mean_squared_error: 952.7849 - val_loss: 128.4132 - val_mean_squared_error: 128.4132
Epoch 11/30
81/81 [==============================] - 4s 48ms/step - loss: 924.3715 - mean_squared_error: 924.3715 - val_loss: 375.3496 - val_mean_squared_error: 375.3496
Epoch 12/30
81/81 [==============================] - 4s 49ms/step - loss: 913.7567 - mean_squared_error: 913.7567 - val_loss: 166.2298 - val_mean_squared_error: 166.2298
Epoch 13/30
81/81 [==============================] - 4s 49ms/step - loss: 763.5751 - mean_squared_error: 763.5751 - val_loss: 2063.5042 - val_mean_squared_error: 2063.5042
Epoch 14/30
81/81 [==============================] - 4s 50ms/step - loss: 455.0944 - mean_squared_error: 455.0944 - val_loss: 380.7948 - val_mean_squared_error: 380.7948
Epoch 15/30
81/81 [==============================] - 4s 47ms/step - loss: 428.6497 - mean_squared_error: 428.6497 - val_loss: 579.0366 - val_mean_squared_error: 579.0366
Epoch 16/30
81/81 [==============================] - 4s 47ms/step - loss: 370.2328 - mean_squared_error: 370.2328 - val_loss: 63.1128 - val_mean_squared_error: 63.1128
Epoch 17/30
81/81 [==============================] - 4s 48ms/step - loss: 341.3082 - mean_squared_error: 341.3082 - val_loss: 48.9298 - val_mean_squared_error: 48.9298
Epoch 18/30
81/81 [==============================] - 4s 47ms/step - loss: 355.7373 - mean_squared_error: 355.7373 - val_loss: 145.7930 - val_mean_squared_error: 145.7930
Epoch 19/30
81/81 [==============================] - 4s 47ms/step - loss: 365.6044 - mean_squared_error: 365.6044 - val_loss: 189.8408 - val_mean_squared_error: 189.8408
Epoch 20/30
81/81 [==============================] - 4s 48ms/step - loss: 325.2940 - mean_squared_error: 325.2940 - val_loss: 169.2615 - val_mean_squared_error: 169.2615
Epoch 21/30
81/81 [==============================] - 4s 48ms/step - loss: 335.2921 - mean_squared_error: 335.2921 - val_loss: 104.9935 - val_mean_squared_error: 104.9935
Epoch 22/30
81/81 [==============================] - 4s 51ms/step - loss: 319.1339 - mean_squared_error: 319.1339 - val_loss: 88.4868 - val_mean_squared_error: 88.4868
Epoch 23/30
81/81 [==============================] - 4s 47ms/step - loss: 316.8099 - mean_squared_error: 316.8099 - val_loss: 85.6307 - val_mean_squared_error: 85.6307
Epoch 24/30
81/81 [==============================] - 4s 47ms/step - loss: 279.3983 - mean_squared_error: 279.3983 - val_loss: 110.5141 - val_mean_squared_error: 110.5141
Epoch 25/30
81/81 [==============================] - 5s 63ms/step - loss: 318.8793 - mean_squared_error: 318.8793 - val_loss: 62.9135 - val_mean_squared_error: 62.9135
Epoch 26/30
81/81 [==============================] - 4s 53ms/step - loss: 297.1998 - mean_squared_error: 297.1998 - val_loss: 45.0446 - val_mean_squared_error: 45.0446
Epoch 27/30
81/81 [==============================] - 4s 48ms/step - loss: 307.8614 - mean_squared_error: 307.8614 - val_loss: 75.4180 - val_mean_squared_error: 75.4180
Epoch 28/30
81/81 [==============================] - 4s 48ms/step - loss: 282.9106 - mean_squared_error: 282.9106 - val_loss: 60.7604 - val_mean_squared_error: 60.7604
Epoch 29/30
81/81 [==============================] - 4s 46ms/step - loss: 295.8476 - mean_squared_error: 295.8476 - val_loss: 159.6494 - val_mean_squared_error: 159.6494
Epoch 30/30
81/81 [==============================] - 4s 48ms/step - loss: 267.7115 - mean_squared_error: 267.7115 - val_loss: 45.3709 - val_mean_squared_error: 45.3709
2022-12-10 15:05:18.705945: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:05:18.906618: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:05:19.299998: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:05:19.754312: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 48)
(286, 48)
Epoch 1/30
2022-12-10 15:05:24.231914: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:05:24.949566: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:05:25.615622: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:05:26.382082: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:05:28.104264: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:05:29.296465: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:05:30.483882: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4938.1929 - mean_squared_error: 4938.1929
2022-12-10 15:05:50.445714: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:05:50.654363: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:05:51.051790: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:05:51.537468: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 32s 289ms/step - loss: 4938.1929 - mean_squared_error: 4938.1929 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 5s 67ms/step - loss: 2656.8145 - mean_squared_error: 2656.8145 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 5s 62ms/step - loss: 2072.5486 - mean_squared_error: 2072.5486 - val_loss: 2685.6599 - val_mean_squared_error: 2685.6599
Epoch 4/30
81/81 [==============================] - 4s 55ms/step - loss: 1048.7257 - mean_squared_error: 1048.7257 - val_loss: 962.7313 - val_mean_squared_error: 962.7313
Epoch 5/30
81/81 [==============================] - 4s 55ms/step - loss: 901.5843 - mean_squared_error: 901.5843 - val_loss: 781.8713 - val_mean_squared_error: 781.8713
Epoch 6/30
81/81 [==============================] - 4s 55ms/step - loss: 744.7665 - mean_squared_error: 744.7665 - val_loss: 347.9169 - val_mean_squared_error: 347.9169
Epoch 7/30
81/81 [==============================] - 4s 55ms/step - loss: 388.5359 - mean_squared_error: 388.5359 - val_loss: 329.5758 - val_mean_squared_error: 329.5758
Epoch 8/30
81/81 [==============================] - 4s 52ms/step - loss: 306.2242 - mean_squared_error: 306.2242 - val_loss: 130.2209 - val_mean_squared_error: 130.2209
Epoch 9/30
81/81 [==============================] - 4s 52ms/step - loss: 214.1689 - mean_squared_error: 214.1689 - val_loss: 164.2835 - val_mean_squared_error: 164.2835
Epoch 10/30
81/81 [==============================] - 4s 54ms/step - loss: 116.7432 - mean_squared_error: 116.7432 - val_loss: 177.7620 - val_mean_squared_error: 177.7620
Epoch 11/30
81/81 [==============================] - 4s 53ms/step - loss: 80.4701 - mean_squared_error: 80.4701 - val_loss: 61.2257 - val_mean_squared_error: 61.2257
Epoch 12/30
81/81 [==============================] - 4s 52ms/step - loss: 72.8665 - mean_squared_error: 72.8665 - val_loss: 95.9207 - val_mean_squared_error: 95.9207
Epoch 13/30
81/81 [==============================] - 4s 52ms/step - loss: 68.2128 - mean_squared_error: 68.2128 - val_loss: 46.3724 - val_mean_squared_error: 46.3724
Epoch 14/30
81/81 [==============================] - 4s 52ms/step - loss: 67.6296 - mean_squared_error: 67.6296 - val_loss: 78.5097 - val_mean_squared_error: 78.5097
Epoch 15/30
81/81 [==============================] - 4s 53ms/step - loss: 55.2832 - mean_squared_error: 55.2832 - val_loss: 178.1471 - val_mean_squared_error: 178.1471
Epoch 16/30
81/81 [==============================] - 4s 53ms/step - loss: 56.4490 - mean_squared_error: 56.4490 - val_loss: 56.7045 - val_mean_squared_error: 56.7045
Epoch 17/30
81/81 [==============================] - 4s 53ms/step - loss: 59.2619 - mean_squared_error: 59.2619 - val_loss: 62.1713 - val_mean_squared_error: 62.1713
Epoch 18/30
81/81 [==============================] - 4s 52ms/step - loss: 59.1321 - mean_squared_error: 59.1321 - val_loss: 35.8612 - val_mean_squared_error: 35.8612
Epoch 19/30
81/81 [==============================] - 4s 50ms/step - loss: 51.1429 - mean_squared_error: 51.1429 - val_loss: 185.3085 - val_mean_squared_error: 185.3085
Epoch 20/30
81/81 [==============================] - 4s 52ms/step - loss: 54.0548 - mean_squared_error: 54.0548 - val_loss: 77.5344 - val_mean_squared_error: 77.5344
Epoch 21/30
81/81 [==============================] - 4s 52ms/step - loss: 44.9126 - mean_squared_error: 44.9126 - val_loss: 88.8874 - val_mean_squared_error: 88.8874
Epoch 22/30
81/81 [==============================] - 4s 52ms/step - loss: 54.4659 - mean_squared_error: 54.4659 - val_loss: 63.2536 - val_mean_squared_error: 63.2536
Epoch 23/30
81/81 [==============================] - 4s 51ms/step - loss: 50.0774 - mean_squared_error: 50.0774 - val_loss: 32.7576 - val_mean_squared_error: 32.7576
Epoch 24/30
81/81 [==============================] - 4s 55ms/step - loss: 47.2808 - mean_squared_error: 47.2808 - val_loss: 107.7593 - val_mean_squared_error: 107.7593
Epoch 25/30
81/81 [==============================] - 4s 52ms/step - loss: 50.2489 - mean_squared_error: 50.2489 - val_loss: 91.1457 - val_mean_squared_error: 91.1457
Epoch 26/30
81/81 [==============================] - 4s 51ms/step - loss: 41.2274 - mean_squared_error: 41.2274 - val_loss: 82.6747 - val_mean_squared_error: 82.6747
Epoch 27/30
81/81 [==============================] - 4s 51ms/step - loss: 47.7105 - mean_squared_error: 47.7105 - val_loss: 82.6616 - val_mean_squared_error: 82.6616
Epoch 28/30
81/81 [==============================] - 4s 52ms/step - loss: 39.8167 - mean_squared_error: 39.8167 - val_loss: 37.7387 - val_mean_squared_error: 37.7387
Epoch 29/30
81/81 [==============================] - 4s 51ms/step - loss: 44.9463 - mean_squared_error: 44.9463 - val_loss: 115.6579 - val_mean_squared_error: 115.6579
Epoch 30/30
81/81 [==============================] - 4s 51ms/step - loss: 37.4907 - mean_squared_error: 37.4907 - val_loss: 149.1026 - val_mean_squared_error: 149.1026
2022-12-10 15:07:59.815410: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:08:00.019249: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:08:00.432073: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:08:00.842379: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx :  3
best_solution :  [0 0 1 0 0 1 0 1 0 0 1 1 1 1 0 1 0 0 0 0 1 1 1 0 1 1 1 1 0 1 0 0 0 0 1 1 0
 0 1 0 0 0 0 0 0 1 1 0 1 0 1 1 1 0 0 0 1 1 1 0 0 1 1 0 1 0 1 1 1 0 0 0 1 1
 1 1 1 0 1 0 1]
Selected indices :  [ 2  5  7 10 11 12 13 15 20 21 22 24 25 26 27 29 34 35 38 45 46 48 50 51
 52 56 57 58 61 62 64 66 67 68 72 73 74 75 76 78 80]
Number of selected elements :  41
Best solution fitness :  0.020290016300572835
Generation:  8
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 48)
(286, 48)
Epoch 1/30
2022-12-10 15:08:05.358640: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:08:05.986992: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:08:06.623156: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:08:07.305908: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:08:08.809635: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:08:10.074472: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:08:11.297416: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4780.0718 - mean_squared_error: 4780.0718
2022-12-10 15:08:32.436668: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:08:32.616493: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:08:33.019852: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:08:33.449258: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 33s 299ms/step - loss: 4780.0718 - mean_squared_error: 4780.0718 - val_loss: 666.9189 - val_mean_squared_error: 666.9189
Epoch 2/30
81/81 [==============================] - 5s 61ms/step - loss: 2908.7903 - mean_squared_error: 2908.7903 - val_loss: 43.7560 - val_mean_squared_error: 43.7560
Epoch 3/30
81/81 [==============================] - 5s 64ms/step - loss: 1579.3501 - mean_squared_error: 1579.3501 - val_loss: 247.3687 - val_mean_squared_error: 247.3687
Epoch 4/30
81/81 [==============================] - 5s 59ms/step - loss: 1466.7567 - mean_squared_error: 1466.7567 - val_loss: 215.6518 - val_mean_squared_error: 215.6518
Epoch 5/30
81/81 [==============================] - 4s 55ms/step - loss: 1471.7466 - mean_squared_error: 1471.7466 - val_loss: 125.0403 - val_mean_squared_error: 125.0403
Epoch 6/30
81/81 [==============================] - 4s 55ms/step - loss: 1487.9849 - mean_squared_error: 1487.9849 - val_loss: 225.1767 - val_mean_squared_error: 225.1767
Epoch 7/30
81/81 [==============================] - 4s 52ms/step - loss: 1470.0598 - mean_squared_error: 1470.0598 - val_loss: 501.4692 - val_mean_squared_error: 501.4692
Epoch 8/30
81/81 [==============================] - 4s 54ms/step - loss: 1461.7192 - mean_squared_error: 1461.7192 - val_loss: 332.5444 - val_mean_squared_error: 332.5444
Epoch 9/30
81/81 [==============================] - 4s 55ms/step - loss: 1366.8457 - mean_squared_error: 1366.8457 - val_loss: 89.5080 - val_mean_squared_error: 89.5080
Epoch 10/30
81/81 [==============================] - 4s 51ms/step - loss: 1229.0251 - mean_squared_error: 1229.0251 - val_loss: 2708.5818 - val_mean_squared_error: 2708.5818
Epoch 11/30
81/81 [==============================] - 4s 54ms/step - loss: 1134.3430 - mean_squared_error: 1134.3430 - val_loss: 155.2707 - val_mean_squared_error: 155.2707
Epoch 12/30
81/81 [==============================] - 4s 53ms/step - loss: 1097.4208 - mean_squared_error: 1097.4208 - val_loss: 28.2683 - val_mean_squared_error: 28.2683
Epoch 13/30
81/81 [==============================] - 4s 52ms/step - loss: 1054.1888 - mean_squared_error: 1054.1888 - val_loss: 65.1549 - val_mean_squared_error: 65.1549
Epoch 14/30
81/81 [==============================] - 4s 52ms/step - loss: 1069.1583 - mean_squared_error: 1069.1583 - val_loss: 30.4363 - val_mean_squared_error: 30.4363
Epoch 15/30
81/81 [==============================] - 4s 51ms/step - loss: 1067.2665 - mean_squared_error: 1067.2665 - val_loss: 275.6273 - val_mean_squared_error: 275.6273
Epoch 16/30
81/81 [==============================] - 4s 53ms/step - loss: 1050.7037 - mean_squared_error: 1050.7037 - val_loss: 1436.2642 - val_mean_squared_error: 1436.2642
Epoch 17/30
81/81 [==============================] - 4s 52ms/step - loss: 1045.8500 - mean_squared_error: 1045.8500 - val_loss: 144.6748 - val_mean_squared_error: 144.6748
Epoch 18/30
81/81 [==============================] - 4s 51ms/step - loss: 1044.6136 - mean_squared_error: 1044.6136 - val_loss: 82.7768 - val_mean_squared_error: 82.7768
Epoch 19/30
81/81 [==============================] - 4s 50ms/step - loss: 1080.0325 - mean_squared_error: 1080.0325 - val_loss: 269.3766 - val_mean_squared_error: 269.3766
Epoch 20/30
81/81 [==============================] - 4s 52ms/step - loss: 1040.0786 - mean_squared_error: 1040.0786 - val_loss: 447.2256 - val_mean_squared_error: 447.2256
Epoch 21/30
81/81 [==============================] - 4s 52ms/step - loss: 771.9577 - mean_squared_error: 771.9577 - val_loss: 1384.5691 - val_mean_squared_error: 1384.5691
Epoch 22/30
81/81 [==============================] - 4s 52ms/step - loss: 455.7302 - mean_squared_error: 455.7302 - val_loss: 436.1906 - val_mean_squared_error: 436.1906
Epoch 23/30
81/81 [==============================] - 4s 54ms/step - loss: 429.2201 - mean_squared_error: 429.2201 - val_loss: 589.7434 - val_mean_squared_error: 589.7434
Epoch 24/30
81/81 [==============================] - 4s 54ms/step - loss: 427.3513 - mean_squared_error: 427.3513 - val_loss: 98.5957 - val_mean_squared_error: 98.5957
Epoch 25/30
81/81 [==============================] - 4s 53ms/step - loss: 435.8878 - mean_squared_error: 435.8878 - val_loss: 102.2756 - val_mean_squared_error: 102.2756
Epoch 26/30
81/81 [==============================] - 4s 51ms/step - loss: 517.6599 - mean_squared_error: 517.6599 - val_loss: 1717.5009 - val_mean_squared_error: 1717.5009
Epoch 27/30
81/81 [==============================] - 4s 51ms/step - loss: 282.8168 - mean_squared_error: 282.8168 - val_loss: 673.9797 - val_mean_squared_error: 673.9797
Epoch 28/30
81/81 [==============================] - 4s 52ms/step - loss: 288.2019 - mean_squared_error: 288.2019 - val_loss: 152.1153 - val_mean_squared_error: 152.1153
Epoch 29/30
81/81 [==============================] - 4s 51ms/step - loss: 264.4784 - mean_squared_error: 264.4784 - val_loss: 252.3800 - val_mean_squared_error: 252.3800
Epoch 30/30
81/81 [==============================] - 4s 52ms/step - loss: 250.1356 - mean_squared_error: 250.1356 - val_loss: 461.6570 - val_mean_squared_error: 461.6570
2022-12-10 15:10:41.878816: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:10:42.072640: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:10:42.514806: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:10:43.024359: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 15:10:46.691198: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:10:47.243986: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:10:47.917359: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:10:48.629420: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:10:50.129226: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:10:51.352857: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:10:52.456739: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4842.8516 - mean_squared_error: 4842.8516
2022-12-10 15:11:11.845331: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:11:12.055240: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:11:12.459683: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:11:12.867849: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 30s 282ms/step - loss: 4842.8516 - mean_squared_error: 4842.8516 - val_loss: 415.1567 - val_mean_squared_error: 415.1567
Epoch 2/30
81/81 [==============================] - 4s 55ms/step - loss: 2812.4207 - mean_squared_error: 2812.4207 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 5s 60ms/step - loss: 1530.2826 - mean_squared_error: 1530.2826 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 4/30
81/81 [==============================] - 4s 54ms/step - loss: 1074.9148 - mean_squared_error: 1074.9148 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 5/30
81/81 [==============================] - 4s 49ms/step - loss: 587.9781 - mean_squared_error: 587.9781 - val_loss: 28.1559 - val_mean_squared_error: 28.1559
Epoch 6/30
81/81 [==============================] - 4s 50ms/step - loss: 512.4636 - mean_squared_error: 512.4636 - val_loss: 1506.8109 - val_mean_squared_error: 1506.8109
Epoch 7/30
81/81 [==============================] - 4s 50ms/step - loss: 577.7896 - mean_squared_error: 577.7896 - val_loss: 905.2584 - val_mean_squared_error: 905.2584
Epoch 8/30
81/81 [==============================] - 4s 49ms/step - loss: 326.7735 - mean_squared_error: 326.7735 - val_loss: 39.3690 - val_mean_squared_error: 39.3690
Epoch 9/30
81/81 [==============================] - 4s 48ms/step - loss: 231.8849 - mean_squared_error: 231.8849 - val_loss: 177.3605 - val_mean_squared_error: 177.3605
Epoch 10/30
81/81 [==============================] - 4s 50ms/step - loss: 193.1515 - mean_squared_error: 193.1515 - val_loss: 35.7992 - val_mean_squared_error: 35.7992
Epoch 11/30
81/81 [==============================] - 4s 47ms/step - loss: 188.5544 - mean_squared_error: 188.5544 - val_loss: 103.9359 - val_mean_squared_error: 103.9359
Epoch 12/30
81/81 [==============================] - 4s 47ms/step - loss: 162.1611 - mean_squared_error: 162.1611 - val_loss: 34.2995 - val_mean_squared_error: 34.2995
Epoch 13/30
81/81 [==============================] - 4s 47ms/step - loss: 161.5350 - mean_squared_error: 161.5350 - val_loss: 22.7221 - val_mean_squared_error: 22.7221
Epoch 14/30
81/81 [==============================] - 4s 48ms/step - loss: 132.4204 - mean_squared_error: 132.4204 - val_loss: 32.2556 - val_mean_squared_error: 32.2556
Epoch 15/30
81/81 [==============================] - 5s 60ms/step - loss: 75.6373 - mean_squared_error: 75.6373 - val_loss: 364.8502 - val_mean_squared_error: 364.8502
Epoch 16/30
81/81 [==============================] - 5s 56ms/step - loss: 298.8171 - mean_squared_error: 298.8171 - val_loss: 1128.9617 - val_mean_squared_error: 1128.9617
Epoch 17/30
81/81 [==============================] - 4s 48ms/step - loss: 177.4108 - mean_squared_error: 177.4108 - val_loss: 274.4769 - val_mean_squared_error: 274.4769
Epoch 18/30
81/81 [==============================] - 4s 47ms/step - loss: 110.5342 - mean_squared_error: 110.5342 - val_loss: 56.0760 - val_mean_squared_error: 56.0760
Epoch 19/30
81/81 [==============================] - 4s 46ms/step - loss: 85.0782 - mean_squared_error: 85.0782 - val_loss: 2649.3596 - val_mean_squared_error: 2649.3596
Epoch 20/30
81/81 [==============================] - 4s 46ms/step - loss: 77.0099 - mean_squared_error: 77.0099 - val_loss: 668.8661 - val_mean_squared_error: 668.8661
Epoch 21/30
81/81 [==============================] - 4s 44ms/step - loss: 61.9968 - mean_squared_error: 61.9968 - val_loss: 920.9518 - val_mean_squared_error: 920.9518
Epoch 22/30
81/81 [==============================] - 4s 45ms/step - loss: 57.0566 - mean_squared_error: 57.0566 - val_loss: 649.9878 - val_mean_squared_error: 649.9878
Epoch 23/30
81/81 [==============================] - 4s 44ms/step - loss: 52.8724 - mean_squared_error: 52.8724 - val_loss: 1928.1201 - val_mean_squared_error: 1928.1201
Epoch 24/30
81/81 [==============================] - 4s 44ms/step - loss: 49.0535 - mean_squared_error: 49.0535 - val_loss: 189.2378 - val_mean_squared_error: 189.2378
Epoch 25/30
81/81 [==============================] - 4s 48ms/step - loss: 45.9254 - mean_squared_error: 45.9254 - val_loss: 115.4825 - val_mean_squared_error: 115.4825
Epoch 26/30
81/81 [==============================] - 4s 47ms/step - loss: 52.9850 - mean_squared_error: 52.9850 - val_loss: 13.3464 - val_mean_squared_error: 13.3464
Epoch 27/30
81/81 [==============================] - 4s 47ms/step - loss: 46.6910 - mean_squared_error: 46.6910 - val_loss: 39.4541 - val_mean_squared_error: 39.4541
Epoch 28/30
81/81 [==============================] - 4s 46ms/step - loss: 45.3251 - mean_squared_error: 45.3251 - val_loss: 191.4970 - val_mean_squared_error: 191.4970
Epoch 29/30
81/81 [==============================] - 4s 47ms/step - loss: 43.0874 - mean_squared_error: 43.0874 - val_loss: 300.0367 - val_mean_squared_error: 300.0367
Epoch 30/30
81/81 [==============================] - 4s 45ms/step - loss: 40.7364 - mean_squared_error: 40.7364 - val_loss: 156.0979 - val_mean_squared_error: 156.0979
2022-12-10 15:13:10.628003: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:13:10.815428: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:13:11.245382: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:13:11.706048: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 15:13:16.063786: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:13:17.062059: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:13:17.805516: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:13:18.543858: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:13:20.138488: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:13:21.329762: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:13:22.788803: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4769.2529 - mean_squared_error: 4769.2529
2022-12-10 15:13:42.202030: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:13:42.371797: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:13:42.907584: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:13:43.346481: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 31s 284ms/step - loss: 4769.2529 - mean_squared_error: 4769.2529 - val_loss: 377.2007 - val_mean_squared_error: 377.2007
Epoch 2/30
81/81 [==============================] - 5s 59ms/step - loss: 2135.3374 - mean_squared_error: 2135.3374 - val_loss: 3024.9583 - val_mean_squared_error: 3024.9583
Epoch 3/30
81/81 [==============================] - 4s 52ms/step - loss: 1042.9882 - mean_squared_error: 1042.9882 - val_loss: 497.9831 - val_mean_squared_error: 497.9831
Epoch 4/30
81/81 [==============================] - 4s 48ms/step - loss: 562.0882 - mean_squared_error: 562.0882 - val_loss: 151.4343 - val_mean_squared_error: 151.4343
Epoch 5/30
81/81 [==============================] - 4s 46ms/step - loss: 360.0966 - mean_squared_error: 360.0966 - val_loss: 2567.8450 - val_mean_squared_error: 2567.8450
Epoch 6/30
81/81 [==============================] - 4s 48ms/step - loss: 169.8958 - mean_squared_error: 169.8958 - val_loss: 27.5532 - val_mean_squared_error: 27.5532
Epoch 7/30
81/81 [==============================] - 4s 50ms/step - loss: 81.3135 - mean_squared_error: 81.3135 - val_loss: 30.5328 - val_mean_squared_error: 30.5328
Epoch 8/30
81/81 [==============================] - 4s 49ms/step - loss: 79.0624 - mean_squared_error: 79.0624 - val_loss: 36.6554 - val_mean_squared_error: 36.6554
Epoch 9/30
81/81 [==============================] - 4s 50ms/step - loss: 71.7780 - mean_squared_error: 71.7780 - val_loss: 161.4517 - val_mean_squared_error: 161.4517
Epoch 10/30
81/81 [==============================] - 4s 48ms/step - loss: 67.6128 - mean_squared_error: 67.6128 - val_loss: 84.8707 - val_mean_squared_error: 84.8707
Epoch 11/30
81/81 [==============================] - 4s 45ms/step - loss: 61.9799 - mean_squared_error: 61.9799 - val_loss: 62.1280 - val_mean_squared_error: 62.1280
Epoch 12/30
81/81 [==============================] - 4s 48ms/step - loss: 55.7557 - mean_squared_error: 55.7557 - val_loss: 70.9721 - val_mean_squared_error: 70.9721
Epoch 13/30
81/81 [==============================] - 4s 44ms/step - loss: 53.7604 - mean_squared_error: 53.7604 - val_loss: 136.7646 - val_mean_squared_error: 136.7646
Epoch 14/30
81/81 [==============================] - 4s 46ms/step - loss: 54.1576 - mean_squared_error: 54.1576 - val_loss: 126.0604 - val_mean_squared_error: 126.0604
Epoch 15/30
81/81 [==============================] - 4s 44ms/step - loss: 53.9413 - mean_squared_error: 53.9413 - val_loss: 91.8512 - val_mean_squared_error: 91.8512
Epoch 16/30
81/81 [==============================] - 4s 46ms/step - loss: 56.6668 - mean_squared_error: 56.6668 - val_loss: 75.2568 - val_mean_squared_error: 75.2568
Epoch 17/30
81/81 [==============================] - 4s 45ms/step - loss: 55.0032 - mean_squared_error: 55.0032 - val_loss: 92.6056 - val_mean_squared_error: 92.6056
Epoch 18/30
81/81 [==============================] - 4s 44ms/step - loss: 52.2850 - mean_squared_error: 52.2850 - val_loss: 41.2371 - val_mean_squared_error: 41.2371
Epoch 19/30
81/81 [==============================] - 4s 46ms/step - loss: 52.0560 - mean_squared_error: 52.0560 - val_loss: 65.1936 - val_mean_squared_error: 65.1936
Epoch 20/30
81/81 [==============================] - 4s 44ms/step - loss: 47.9679 - mean_squared_error: 47.9679 - val_loss: 91.3873 - val_mean_squared_error: 91.3873
Epoch 21/30
81/81 [==============================] - 4s 45ms/step - loss: 47.9853 - mean_squared_error: 47.9853 - val_loss: 118.9461 - val_mean_squared_error: 118.9461
Epoch 22/30
81/81 [==============================] - 4s 45ms/step - loss: 57.4291 - mean_squared_error: 57.4291 - val_loss: 18.2012 - val_mean_squared_error: 18.2012
Epoch 23/30
81/81 [==============================] - 4s 44ms/step - loss: 50.7422 - mean_squared_error: 50.7422 - val_loss: 41.1734 - val_mean_squared_error: 41.1734
Epoch 24/30
81/81 [==============================] - 4s 44ms/step - loss: 54.6526 - mean_squared_error: 54.6526 - val_loss: 75.5776 - val_mean_squared_error: 75.5776
Epoch 25/30
81/81 [==============================] - 4s 44ms/step - loss: 43.5163 - mean_squared_error: 43.5163 - val_loss: 50.1309 - val_mean_squared_error: 50.1309
Epoch 26/30
81/81 [==============================] - 4s 44ms/step - loss: 45.5392 - mean_squared_error: 45.5392 - val_loss: 178.5665 - val_mean_squared_error: 178.5665
Epoch 27/30
81/81 [==============================] - 4s 45ms/step - loss: 41.7035 - mean_squared_error: 41.7035 - val_loss: 30.2568 - val_mean_squared_error: 30.2568
Epoch 28/30
81/81 [==============================] - 4s 48ms/step - loss: 44.3006 - mean_squared_error: 44.3006 - val_loss: 96.8227 - val_mean_squared_error: 96.8227
Epoch 29/30
81/81 [==============================] - 3s 43ms/step - loss: 42.9857 - mean_squared_error: 42.9857 - val_loss: 97.1047 - val_mean_squared_error: 97.1047
Epoch 30/30
81/81 [==============================] - 4s 44ms/step - loss: 38.1826 - mean_squared_error: 38.1826 - val_loss: 94.0750 - val_mean_squared_error: 94.0750
2022-12-10 15:15:35.752545: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:15:35.923107: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:15:36.347688: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:15:36.779935: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.19041704 0.15281651 0.44309554 ... 0.         0.         0.        ]
 [0.18030169 0.18600112 0.44272007 ... 0.         0.         0.        ]
 ...
 [0.07808341 0.07933631 0.74735086 ... 0.         0.         0.        ]
 [0.0743567  0.07306191 0.76512307 ... 0.         0.         0.        ]
 [0.07488909 0.08951478 0.76583229 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 15:15:40.400389: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:15:40.972335: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:15:41.638277: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:15:42.360182: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:15:43.989857: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:15:45.201400: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:15:46.404312: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4898.7588 - mean_squared_error: 4898.7588
2022-12-10 15:16:06.551927: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:16:06.764615: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:16:07.151056: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:16:07.567886: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 31s 286ms/step - loss: 4898.7588 - mean_squared_error: 4898.7588 - val_loss: 646.9168 - val_mean_squared_error: 646.9168
Epoch 2/30
81/81 [==============================] - 5s 64ms/step - loss: 2446.1799 - mean_squared_error: 2446.1799 - val_loss: 246.1874 - val_mean_squared_error: 246.1874
Epoch 3/30
81/81 [==============================] - 5s 57ms/step - loss: 1588.3160 - mean_squared_error: 1588.3160 - val_loss: 244.6043 - val_mean_squared_error: 244.6043
Epoch 4/30
81/81 [==============================] - 4s 54ms/step - loss: 1494.3519 - mean_squared_error: 1494.3519 - val_loss: 311.1786 - val_mean_squared_error: 311.1786
Epoch 5/30
81/81 [==============================] - 4s 52ms/step - loss: 1455.1091 - mean_squared_error: 1455.1091 - val_loss: 424.1561 - val_mean_squared_error: 424.1561
Epoch 6/30
81/81 [==============================] - 4s 50ms/step - loss: 1430.3661 - mean_squared_error: 1430.3661 - val_loss: 373.8128 - val_mean_squared_error: 373.8128
Epoch 7/30
81/81 [==============================] - 4s 49ms/step - loss: 1078.5488 - mean_squared_error: 1078.5488 - val_loss: 71.0343 - val_mean_squared_error: 71.0343
Epoch 8/30
81/81 [==============================] - 4s 52ms/step - loss: 791.9257 - mean_squared_error: 791.9257 - val_loss: 2334.1509 - val_mean_squared_error: 2334.1509
Epoch 9/30
81/81 [==============================] - 4s 49ms/step - loss: 260.6101 - mean_squared_error: 260.6101 - val_loss: 756.9802 - val_mean_squared_error: 756.9802
Epoch 10/30
81/81 [==============================] - 4s 49ms/step - loss: 154.8940 - mean_squared_error: 154.8940 - val_loss: 190.1614 - val_mean_squared_error: 190.1614
Epoch 11/30
81/81 [==============================] - 4s 49ms/step - loss: 135.1844 - mean_squared_error: 135.1844 - val_loss: 48.8321 - val_mean_squared_error: 48.8321
Epoch 12/30
81/81 [==============================] - 4s 48ms/step - loss: 141.8842 - mean_squared_error: 141.8842 - val_loss: 34.8651 - val_mean_squared_error: 34.8651
Epoch 13/30
81/81 [==============================] - 4s 47ms/step - loss: 149.2326 - mean_squared_error: 149.2326 - val_loss: 37.2376 - val_mean_squared_error: 37.2376
Epoch 14/30
81/81 [==============================] - 4s 47ms/step - loss: 104.7765 - mean_squared_error: 104.7765 - val_loss: 37.7292 - val_mean_squared_error: 37.7292
Epoch 15/30
81/81 [==============================] - 4s 48ms/step - loss: 105.1134 - mean_squared_error: 105.1134 - val_loss: 54.1177 - val_mean_squared_error: 54.1177
Epoch 16/30
81/81 [==============================] - 4s 47ms/step - loss: 88.8000 - mean_squared_error: 88.8000 - val_loss: 38.5616 - val_mean_squared_error: 38.5616
Epoch 17/30
81/81 [==============================] - 4s 46ms/step - loss: 83.7708 - mean_squared_error: 83.7708 - val_loss: 125.5292 - val_mean_squared_error: 125.5292
Epoch 18/30
81/81 [==============================] - 4s 47ms/step - loss: 79.4272 - mean_squared_error: 79.4272 - val_loss: 59.7208 - val_mean_squared_error: 59.7208
Epoch 19/30
81/81 [==============================] - 4s 47ms/step - loss: 71.9569 - mean_squared_error: 71.9569 - val_loss: 33.5924 - val_mean_squared_error: 33.5924
Epoch 20/30
81/81 [==============================] - 4s 48ms/step - loss: 69.6872 - mean_squared_error: 69.6872 - val_loss: 48.7242 - val_mean_squared_error: 48.7242
Epoch 21/30
81/81 [==============================] - 4s 46ms/step - loss: 74.1139 - mean_squared_error: 74.1139 - val_loss: 39.6262 - val_mean_squared_error: 39.6262
Epoch 22/30
81/81 [==============================] - 4s 47ms/step - loss: 66.9423 - mean_squared_error: 66.9423 - val_loss: 36.2617 - val_mean_squared_error: 36.2617
Epoch 23/30
81/81 [==============================] - 4s 47ms/step - loss: 59.1440 - mean_squared_error: 59.1440 - val_loss: 48.4003 - val_mean_squared_error: 48.4003
Epoch 24/30
81/81 [==============================] - 4s 46ms/step - loss: 68.4465 - mean_squared_error: 68.4465 - val_loss: 53.0716 - val_mean_squared_error: 53.0716
Epoch 25/30
81/81 [==============================] - 4s 47ms/step - loss: 59.5959 - mean_squared_error: 59.5959 - val_loss: 62.1620 - val_mean_squared_error: 62.1620
Epoch 26/30
81/81 [==============================] - 4s 46ms/step - loss: 53.3855 - mean_squared_error: 53.3855 - val_loss: 52.5989 - val_mean_squared_error: 52.5989
Epoch 27/30
81/81 [==============================] - 4s 49ms/step - loss: 50.3569 - mean_squared_error: 50.3569 - val_loss: 26.7879 - val_mean_squared_error: 26.7879
Epoch 28/30
81/81 [==============================] - 4s 49ms/step - loss: 57.1224 - mean_squared_error: 57.1224 - val_loss: 104.1532 - val_mean_squared_error: 104.1532
Epoch 29/30
81/81 [==============================] - 4s 47ms/step - loss: 56.6460 - mean_squared_error: 56.6460 - val_loss: 129.3591 - val_mean_squared_error: 129.3591
Epoch 30/30
81/81 [==============================] - 4s 47ms/step - loss: 50.2290 - mean_squared_error: 50.2290 - val_loss: 49.0276 - val_mean_squared_error: 49.0276
2022-12-10 15:18:04.890213: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:18:05.095389: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:18:05.504283: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:18:05.929897: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 48)
(286, 48)
Epoch 1/30
2022-12-10 15:18:10.067547: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:18:10.681014: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:18:11.342533: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:18:12.011424: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:18:13.500570: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:18:14.653870: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:18:15.803084: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4767.7476 - mean_squared_error: 4767.7476
2022-12-10 15:18:35.682075: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:18:35.860728: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:18:36.307437: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:18:36.737846: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 31s 283ms/step - loss: 4767.7476 - mean_squared_error: 4767.7476 - val_loss: 1648.9392 - val_mean_squared_error: 1648.9392
Epoch 2/30
81/81 [==============================] - 5s 68ms/step - loss: 2889.6802 - mean_squared_error: 2889.6802 - val_loss: 572.3421 - val_mean_squared_error: 572.3421
Epoch 3/30
81/81 [==============================] - 5s 59ms/step - loss: 1877.5167 - mean_squared_error: 1877.5167 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 4/30
81/81 [==============================] - 5s 61ms/step - loss: 1815.1421 - mean_squared_error: 1815.1421 - val_loss: 387.8957 - val_mean_squared_error: 387.8957
Epoch 5/30
81/81 [==============================] - 4s 55ms/step - loss: 1860.5243 - mean_squared_error: 1860.5243 - val_loss: 424.5110 - val_mean_squared_error: 424.5110
Epoch 6/30
81/81 [==============================] - 4s 55ms/step - loss: 1853.0918 - mean_squared_error: 1853.0918 - val_loss: 364.4739 - val_mean_squared_error: 364.4739
Epoch 7/30
81/81 [==============================] - 4s 52ms/step - loss: 1854.7452 - mean_squared_error: 1854.7452 - val_loss: 431.0102 - val_mean_squared_error: 431.0102
Epoch 8/30
81/81 [==============================] - 4s 53ms/step - loss: 1810.3328 - mean_squared_error: 1810.3328 - val_loss: 714.2830 - val_mean_squared_error: 714.2830
Epoch 9/30
81/81 [==============================] - 4s 55ms/step - loss: 2027.9397 - mean_squared_error: 2027.9397 - val_loss: 369.1178 - val_mean_squared_error: 369.1178
Epoch 10/30
81/81 [==============================] - 4s 52ms/step - loss: 1932.9401 - mean_squared_error: 1932.9401 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 11/30
81/81 [==============================] - 4s 53ms/step - loss: 1690.4858 - mean_squared_error: 1690.4858 - val_loss: 994.5148 - val_mean_squared_error: 994.5147
Epoch 12/30
81/81 [==============================] - 4s 52ms/step - loss: 1324.1616 - mean_squared_error: 1324.1616 - val_loss: 391.1333 - val_mean_squared_error: 391.1333
Epoch 13/30
81/81 [==============================] - 4s 50ms/step - loss: 1311.8081 - mean_squared_error: 1311.8081 - val_loss: 301.6143 - val_mean_squared_error: 301.6143
Epoch 14/30
81/81 [==============================] - 4s 54ms/step - loss: 1306.5565 - mean_squared_error: 1306.5565 - val_loss: 376.0457 - val_mean_squared_error: 376.0457
Epoch 15/30
81/81 [==============================] - 4s 53ms/step - loss: 1300.0813 - mean_squared_error: 1300.0813 - val_loss: 285.8600 - val_mean_squared_error: 285.8600
Epoch 16/30
81/81 [==============================] - 4s 53ms/step - loss: 1322.3679 - mean_squared_error: 1322.3679 - val_loss: 245.6367 - val_mean_squared_error: 245.6367
Epoch 17/30
81/81 [==============================] - 4s 51ms/step - loss: 1239.5651 - mean_squared_error: 1239.5651 - val_loss: 23.7401 - val_mean_squared_error: 23.7401
Epoch 18/30
81/81 [==============================] - 4s 51ms/step - loss: 995.9215 - mean_squared_error: 995.9215 - val_loss: 88.4312 - val_mean_squared_error: 88.4312
Epoch 19/30
81/81 [==============================] - 4s 52ms/step - loss: 907.9050 - mean_squared_error: 907.9050 - val_loss: 224.9569 - val_mean_squared_error: 224.9569
Epoch 20/30
81/81 [==============================] - 4s 51ms/step - loss: 848.4037 - mean_squared_error: 848.4037 - val_loss: 153.1848 - val_mean_squared_error: 153.1848
Epoch 21/30
81/81 [==============================] - 4s 52ms/step - loss: 858.4166 - mean_squared_error: 858.4166 - val_loss: 25.7084 - val_mean_squared_error: 25.7084
Epoch 22/30
81/81 [==============================] - 4s 51ms/step - loss: 867.5408 - mean_squared_error: 867.5408 - val_loss: 27.0422 - val_mean_squared_error: 27.0422
Epoch 23/30
81/81 [==============================] - 4s 52ms/step - loss: 825.5622 - mean_squared_error: 825.5622 - val_loss: 19.7149 - val_mean_squared_error: 19.7149
Epoch 24/30
81/81 [==============================] - 4s 51ms/step - loss: 831.7437 - mean_squared_error: 831.7437 - val_loss: 31.4783 - val_mean_squared_error: 31.4783
Epoch 25/30
81/81 [==============================] - 4s 53ms/step - loss: 836.3882 - mean_squared_error: 836.3882 - val_loss: 50.8497 - val_mean_squared_error: 50.8497
Epoch 26/30
81/81 [==============================] - 4s 52ms/step - loss: 849.7620 - mean_squared_error: 849.7620 - val_loss: 22.3834 - val_mean_squared_error: 22.3834
Epoch 27/30
81/81 [==============================] - 4s 52ms/step - loss: 848.0212 - mean_squared_error: 848.0212 - val_loss: 24.4372 - val_mean_squared_error: 24.4372
Epoch 28/30
81/81 [==============================] - 4s 54ms/step - loss: 827.1760 - mean_squared_error: 827.1760 - val_loss: 22.2499 - val_mean_squared_error: 22.2499
Epoch 29/30
81/81 [==============================] - 4s 50ms/step - loss: 825.1328 - mean_squared_error: 825.1328 - val_loss: 58.0007 - val_mean_squared_error: 58.0007
Epoch 30/30
81/81 [==============================] - 4s 51ms/step - loss: 869.3815 - mean_squared_error: 869.3815 - val_loss: 94.8241 - val_mean_squared_error: 94.8241
2022-12-10 15:20:45.007586: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:20:45.274696: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:20:45.729409: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:20:46.249073: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.013778138422703826
[[0.18225377 0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.19041704 0.15281651 0.44309554 ... 0.         0.         0.        ]
 [0.18030169 0.18600112 0.44272007 ... 0.         0.         0.        ]
 ...
 [0.07808341 0.07933631 0.74735086 ... 0.         0.         0.        ]
 [0.0743567  0.07306191 0.76512307 ... 0.         0.         0.        ]
 [0.07488909 0.08951478 0.76583229 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 15:20:50.540094: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:20:51.238091: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:20:51.979581: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:20:52.664980: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:20:54.126432: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:20:55.272611: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:20:56.405826: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4983.2192 - mean_squared_error: 4983.2192
2022-12-10 15:21:16.343113: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:21:16.492453: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:21:16.926527: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:21:17.335302: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 31s 282ms/step - loss: 4983.2192 - mean_squared_error: 4983.2192 - val_loss: 2360.2026 - val_mean_squared_error: 2360.2026
Epoch 2/30
81/81 [==============================] - 5s 66ms/step - loss: 2734.2402 - mean_squared_error: 2734.2402 - val_loss: 248.9185 - val_mean_squared_error: 248.9185
Epoch 3/30
81/81 [==============================] - 5s 60ms/step - loss: 1719.4275 - mean_squared_error: 1719.4275 - val_loss: 4694.2563 - val_mean_squared_error: 4694.2563
Epoch 4/30
81/81 [==============================] - 4s 53ms/step - loss: 733.9309 - mean_squared_error: 733.9309 - val_loss: 2810.5796 - val_mean_squared_error: 2810.5796
Epoch 5/30
81/81 [==============================] - 4s 51ms/step - loss: 584.5513 - mean_squared_error: 584.5513 - val_loss: 315.8407 - val_mean_squared_error: 315.8407
Epoch 6/30
81/81 [==============================] - 4s 51ms/step - loss: 539.1096 - mean_squared_error: 539.1096 - val_loss: 199.3122 - val_mean_squared_error: 199.3122
Epoch 7/30
81/81 [==============================] - 5s 59ms/step - loss: 535.9089 - mean_squared_error: 535.9089 - val_loss: 108.7827 - val_mean_squared_error: 108.7827
Epoch 8/30
81/81 [==============================] - 4s 55ms/step - loss: 615.8880 - mean_squared_error: 615.8880 - val_loss: 195.1344 - val_mean_squared_error: 195.1344
Epoch 9/30
81/81 [==============================] - 4s 51ms/step - loss: 528.1599 - mean_squared_error: 528.1599 - val_loss: 42.7112 - val_mean_squared_error: 42.7112
Epoch 10/30
81/81 [==============================] - 4s 47ms/step - loss: 480.7367 - mean_squared_error: 480.7367 - val_loss: 55.0473 - val_mean_squared_error: 55.0473
Epoch 11/30
81/81 [==============================] - 4s 47ms/step - loss: 483.6966 - mean_squared_error: 483.6966 - val_loss: 52.0158 - val_mean_squared_error: 52.0158
Epoch 12/30
81/81 [==============================] - 4s 46ms/step - loss: 503.8844 - mean_squared_error: 503.8844 - val_loss: 77.0796 - val_mean_squared_error: 77.0796
Epoch 13/30
81/81 [==============================] - 4s 51ms/step - loss: 495.0652 - mean_squared_error: 495.0652 - val_loss: 79.5755 - val_mean_squared_error: 79.5755
Epoch 14/30
81/81 [==============================] - 4s 48ms/step - loss: 488.2773 - mean_squared_error: 488.2773 - val_loss: 148.2339 - val_mean_squared_error: 148.2339
Epoch 15/30
81/81 [==============================] - 4s 46ms/step - loss: 461.1098 - mean_squared_error: 461.1098 - val_loss: 197.5403 - val_mean_squared_error: 197.5403
Epoch 16/30
81/81 [==============================] - 4s 48ms/step - loss: 483.8779 - mean_squared_error: 483.8779 - val_loss: 170.8352 - val_mean_squared_error: 170.8352
Epoch 17/30
81/81 [==============================] - 4s 46ms/step - loss: 432.2799 - mean_squared_error: 432.2799 - val_loss: 211.0271 - val_mean_squared_error: 211.0271
Epoch 18/30
81/81 [==============================] - 4s 49ms/step - loss: 455.9066 - mean_squared_error: 455.9066 - val_loss: 215.0263 - val_mean_squared_error: 215.0263
Epoch 19/30
81/81 [==============================] - 4s 50ms/step - loss: 453.3463 - mean_squared_error: 453.3463 - val_loss: 140.3903 - val_mean_squared_error: 140.3903
Epoch 20/30
81/81 [==============================] - 4s 48ms/step - loss: 451.0229 - mean_squared_error: 451.0229 - val_loss: 306.7404 - val_mean_squared_error: 306.7404
Epoch 21/30
81/81 [==============================] - 4s 46ms/step - loss: 456.3546 - mean_squared_error: 456.3546 - val_loss: 248.1311 - val_mean_squared_error: 248.1311
Epoch 22/30
81/81 [==============================] - 4s 47ms/step - loss: 438.5096 - mean_squared_error: 438.5096 - val_loss: 62.2600 - val_mean_squared_error: 62.2600
Epoch 23/30
81/81 [==============================] - 4s 46ms/step - loss: 450.5364 - mean_squared_error: 450.5364 - val_loss: 226.7408 - val_mean_squared_error: 226.7408
Epoch 24/30
81/81 [==============================] - 4s 46ms/step - loss: 478.6333 - mean_squared_error: 478.6333 - val_loss: 277.7617 - val_mean_squared_error: 277.7617
Epoch 25/30
81/81 [==============================] - 4s 47ms/step - loss: 457.0436 - mean_squared_error: 457.0436 - val_loss: 110.3404 - val_mean_squared_error: 110.3404
Epoch 26/30
81/81 [==============================] - 4s 47ms/step - loss: 462.4100 - mean_squared_error: 462.4100 - val_loss: 283.7180 - val_mean_squared_error: 283.7180
Epoch 27/30
81/81 [==============================] - 4s 47ms/step - loss: 474.8042 - mean_squared_error: 474.8042 - val_loss: 237.9054 - val_mean_squared_error: 237.9054
Epoch 28/30
81/81 [==============================] - 4s 46ms/step - loss: 465.2766 - mean_squared_error: 465.2766 - val_loss: 175.0493 - val_mean_squared_error: 175.0493
Epoch 29/30
81/81 [==============================] - 4s 46ms/step - loss: 448.2135 - mean_squared_error: 448.2135 - val_loss: 309.5031 - val_mean_squared_error: 309.5031
Epoch 30/30
81/81 [==============================] - 4s 48ms/step - loss: 427.0591 - mean_squared_error: 427.0591 - val_loss: 216.7626 - val_mean_squared_error: 216.7626
2022-12-10 15:23:16.674696: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:23:16.865582: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:23:17.266236: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:23:17.706621: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 15:23:21.278979: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:23:21.814358: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:23:22.518282: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:23:23.248809: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:23:25.020495: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:23:26.559768: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:23:27.708899: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4949.5225 - mean_squared_error: 4949.5225
2022-12-10 15:23:45.658855: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:23:45.846095: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:23:46.251711: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:23:46.655691: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 29s 258ms/step - loss: 4949.5225 - mean_squared_error: 4949.5225 - val_loss: 1270.6119 - val_mean_squared_error: 1270.6119
Epoch 2/30
81/81 [==============================] - 4s 55ms/step - loss: 2464.8057 - mean_squared_error: 2464.8057 - val_loss: 125.4677 - val_mean_squared_error: 125.4677
Epoch 3/30
81/81 [==============================] - 4s 50ms/step - loss: 1060.9019 - mean_squared_error: 1060.9019 - val_loss: 416.7872 - val_mean_squared_error: 416.7872
Epoch 4/30
81/81 [==============================] - 4s 48ms/step - loss: 541.3000 - mean_squared_error: 541.3000 - val_loss: 282.2607 - val_mean_squared_error: 282.2607
Epoch 5/30
81/81 [==============================] - 4s 53ms/step - loss: 368.7354 - mean_squared_error: 368.7354 - val_loss: 22.1705 - val_mean_squared_error: 22.1705
Epoch 6/30
81/81 [==============================] - 6s 70ms/step - loss: 320.8427 - mean_squared_error: 320.8427 - val_loss: 404.6926 - val_mean_squared_error: 404.6926
Epoch 7/30
81/81 [==============================] - 4s 50ms/step - loss: 172.0962 - mean_squared_error: 172.0962 - val_loss: 101.6442 - val_mean_squared_error: 101.6442
Epoch 8/30
81/81 [==============================] - 4s 45ms/step - loss: 81.4027 - mean_squared_error: 81.4027 - val_loss: 187.1218 - val_mean_squared_error: 187.1218
Epoch 9/30
81/81 [==============================] - 4s 46ms/step - loss: 67.3872 - mean_squared_error: 67.3872 - val_loss: 35.2300 - val_mean_squared_error: 35.2300
Epoch 10/30
81/81 [==============================] - 4s 47ms/step - loss: 72.3946 - mean_squared_error: 72.3946 - val_loss: 60.2291 - val_mean_squared_error: 60.2291
Epoch 11/30
81/81 [==============================] - 4s 46ms/step - loss: 62.3781 - mean_squared_error: 62.3781 - val_loss: 78.7706 - val_mean_squared_error: 78.7706
Epoch 12/30
81/81 [==============================] - 4s 44ms/step - loss: 69.3351 - mean_squared_error: 69.3351 - val_loss: 122.2747 - val_mean_squared_error: 122.2747
Epoch 13/30
81/81 [==============================] - 4s 48ms/step - loss: 57.9588 - mean_squared_error: 57.9588 - val_loss: 51.5403 - val_mean_squared_error: 51.5403
Epoch 14/30
81/81 [==============================] - 4s 46ms/step - loss: 56.8820 - mean_squared_error: 56.8820 - val_loss: 76.8236 - val_mean_squared_error: 76.8236
Epoch 15/30
81/81 [==============================] - 4s 44ms/step - loss: 50.8490 - mean_squared_error: 50.8490 - val_loss: 280.9058 - val_mean_squared_error: 280.9058
Epoch 16/30
81/81 [==============================] - 4s 44ms/step - loss: 46.4262 - mean_squared_error: 46.4262 - val_loss: 128.0981 - val_mean_squared_error: 128.0981
Epoch 17/30
81/81 [==============================] - 4s 43ms/step - loss: 52.0507 - mean_squared_error: 52.0507 - val_loss: 127.6545 - val_mean_squared_error: 127.6545
Epoch 18/30
81/81 [==============================] - 4s 44ms/step - loss: 49.1508 - mean_squared_error: 49.1508 - val_loss: 127.4612 - val_mean_squared_error: 127.4612
Epoch 19/30
81/81 [==============================] - 4s 44ms/step - loss: 42.9369 - mean_squared_error: 42.9369 - val_loss: 141.8945 - val_mean_squared_error: 141.8945
Epoch 20/30
81/81 [==============================] - 4s 45ms/step - loss: 49.7493 - mean_squared_error: 49.7493 - val_loss: 53.8148 - val_mean_squared_error: 53.8147
Epoch 21/30
81/81 [==============================] - 4s 44ms/step - loss: 47.5718 - mean_squared_error: 47.5718 - val_loss: 95.1105 - val_mean_squared_error: 95.1105
Epoch 22/30
81/81 [==============================] - 4s 43ms/step - loss: 40.6837 - mean_squared_error: 40.6837 - val_loss: 109.9285 - val_mean_squared_error: 109.9285
Epoch 23/30
81/81 [==============================] - 4s 43ms/step - loss: 43.4992 - mean_squared_error: 43.4992 - val_loss: 121.6486 - val_mean_squared_error: 121.6486
Epoch 24/30
81/81 [==============================] - 4s 44ms/step - loss: 47.0474 - mean_squared_error: 47.0474 - val_loss: 59.5167 - val_mean_squared_error: 59.5167
Epoch 25/30
81/81 [==============================] - 4s 44ms/step - loss: 47.3349 - mean_squared_error: 47.3349 - val_loss: 88.0688 - val_mean_squared_error: 88.0688
Epoch 26/30
81/81 [==============================] - 4s 45ms/step - loss: 44.0230 - mean_squared_error: 44.0230 - val_loss: 126.6082 - val_mean_squared_error: 126.6082
Epoch 27/30
81/81 [==============================] - 4s 44ms/step - loss: 43.1565 - mean_squared_error: 43.1565 - val_loss: 76.7605 - val_mean_squared_error: 76.7605
Epoch 28/30
81/81 [==============================] - 3s 43ms/step - loss: 37.6678 - mean_squared_error: 37.6678 - val_loss: 198.2963 - val_mean_squared_error: 198.2963
Epoch 29/30
81/81 [==============================] - 4s 44ms/step - loss: 40.6903 - mean_squared_error: 40.6903 - val_loss: 162.8762 - val_mean_squared_error: 162.8762
Epoch 30/30
81/81 [==============================] - 4s 44ms/step - loss: 45.8083 - mean_squared_error: 45.8083 - val_loss: 114.8740 - val_mean_squared_error: 114.8740
2022-12-10 15:25:38.561277: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:25:38.725801: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:25:39.132098: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:25:39.537262: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 48)
(286, 48)
Epoch 1/30
2022-12-10 15:25:43.687698: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:25:44.315636: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:25:45.009413: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:25:45.719807: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:25:47.176641: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:25:48.334255: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:25:49.474122: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4866.9673 - mean_squared_error: 4866.9673
2022-12-10 15:26:09.595363: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:26:09.805304: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:26:10.243026: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:26:10.695547: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 31s 296ms/step - loss: 4866.9673 - mean_squared_error: 4866.9673 - val_loss: 853.2372 - val_mean_squared_error: 853.2372
Epoch 2/30
81/81 [==============================] - 6s 70ms/step - loss: 2752.8630 - mean_squared_error: 2752.8630 - val_loss: 25.6706 - val_mean_squared_error: 25.6706
Epoch 3/30
81/81 [==============================] - 5s 63ms/step - loss: 1655.6066 - mean_squared_error: 1655.6066 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 4/30
81/81 [==============================] - 5s 58ms/step - loss: 1000.0093 - mean_squared_error: 1000.0093 - val_loss: 1096.5928 - val_mean_squared_error: 1096.5928
Epoch 5/30
81/81 [==============================] - 5s 56ms/step - loss: 875.4462 - mean_squared_error: 875.4462 - val_loss: 2624.3125 - val_mean_squared_error: 2624.3125
Epoch 6/30
81/81 [==============================] - 4s 55ms/step - loss: 771.0320 - mean_squared_error: 771.0320 - val_loss: 1331.5507 - val_mean_squared_error: 1331.5507
Epoch 7/30
81/81 [==============================] - 4s 53ms/step - loss: 364.1714 - mean_squared_error: 364.1714 - val_loss: 555.9052 - val_mean_squared_error: 555.9052
Epoch 8/30
81/81 [==============================] - 5s 58ms/step - loss: 151.2560 - mean_squared_error: 151.2560 - val_loss: 20.8951 - val_mean_squared_error: 20.8951
Epoch 9/30
81/81 [==============================] - 5s 57ms/step - loss: 106.5638 - mean_squared_error: 106.5638 - val_loss: 28.6104 - val_mean_squared_error: 28.6104
Epoch 10/30
81/81 [==============================] - 4s 53ms/step - loss: 93.0092 - mean_squared_error: 93.0092 - val_loss: 34.6461 - val_mean_squared_error: 34.6461
Epoch 11/30
81/81 [==============================] - 4s 52ms/step - loss: 85.8200 - mean_squared_error: 85.8200 - val_loss: 22.0004 - val_mean_squared_error: 22.0004
Epoch 12/30
81/81 [==============================] - 4s 52ms/step - loss: 74.4620 - mean_squared_error: 74.4620 - val_loss: 22.8927 - val_mean_squared_error: 22.8927
Epoch 13/30
81/81 [==============================] - 4s 54ms/step - loss: 62.0502 - mean_squared_error: 62.0502 - val_loss: 31.3457 - val_mean_squared_error: 31.3457
Epoch 14/30
81/81 [==============================] - 4s 53ms/step - loss: 63.0038 - mean_squared_error: 63.0038 - val_loss: 32.1466 - val_mean_squared_error: 32.1466
Epoch 15/30
81/81 [==============================] - 4s 52ms/step - loss: 57.9966 - mean_squared_error: 57.9966 - val_loss: 28.9969 - val_mean_squared_error: 28.9969
Epoch 16/30
81/81 [==============================] - 4s 54ms/step - loss: 55.3945 - mean_squared_error: 55.3945 - val_loss: 42.2415 - val_mean_squared_error: 42.2415
Epoch 17/30
81/81 [==============================] - 4s 52ms/step - loss: 60.1223 - mean_squared_error: 60.1223 - val_loss: 92.1929 - val_mean_squared_error: 92.1929
Epoch 18/30
81/81 [==============================] - 4s 52ms/step - loss: 55.5460 - mean_squared_error: 55.5460 - val_loss: 17.4126 - val_mean_squared_error: 17.4126
Epoch 19/30
81/81 [==============================] - 4s 52ms/step - loss: 52.8132 - mean_squared_error: 52.8132 - val_loss: 20.5386 - val_mean_squared_error: 20.5386
Epoch 20/30
81/81 [==============================] - 4s 52ms/step - loss: 50.6068 - mean_squared_error: 50.6068 - val_loss: 79.5948 - val_mean_squared_error: 79.5948
Epoch 21/30
81/81 [==============================] - 4s 54ms/step - loss: 47.1500 - mean_squared_error: 47.1500 - val_loss: 14.2835 - val_mean_squared_error: 14.2835
Epoch 22/30
81/81 [==============================] - 4s 51ms/step - loss: 51.9073 - mean_squared_error: 51.9073 - val_loss: 55.9571 - val_mean_squared_error: 55.9571
Epoch 23/30
81/81 [==============================] - 4s 50ms/step - loss: 49.3606 - mean_squared_error: 49.3606 - val_loss: 57.4039 - val_mean_squared_error: 57.4039
Epoch 24/30
81/81 [==============================] - 4s 51ms/step - loss: 53.4723 - mean_squared_error: 53.4723 - val_loss: 93.8164 - val_mean_squared_error: 93.8164
Epoch 25/30
81/81 [==============================] - 4s 51ms/step - loss: 57.8654 - mean_squared_error: 57.8654 - val_loss: 35.0843 - val_mean_squared_error: 35.0843
Epoch 26/30
81/81 [==============================] - 4s 50ms/step - loss: 52.0275 - mean_squared_error: 52.0275 - val_loss: 43.4559 - val_mean_squared_error: 43.4559
Epoch 27/30
81/81 [==============================] - 4s 51ms/step - loss: 46.9341 - mean_squared_error: 46.9341 - val_loss: 37.2519 - val_mean_squared_error: 37.2519
Epoch 28/30
81/81 [==============================] - 4s 50ms/step - loss: 41.6317 - mean_squared_error: 41.6317 - val_loss: 130.5104 - val_mean_squared_error: 130.5104
Epoch 29/30
81/81 [==============================] - 4s 50ms/step - loss: 45.0240 - mean_squared_error: 45.0240 - val_loss: 63.1653 - val_mean_squared_error: 63.1653
Epoch 30/30
81/81 [==============================] - 4s 51ms/step - loss: 42.3647 - mean_squared_error: 42.3647 - val_loss: 18.4314 - val_mean_squared_error: 18.4314
2022-12-10 15:28:20.130997: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:28:20.328479: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:28:20.748498: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:28:21.183552: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 15:28:25.474146: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:28:26.057640: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:28:26.740384: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:28:27.449624: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:28:28.908040: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:28:30.059838: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:28:31.237701: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4958.1279 - mean_squared_error: 4958.1279
2022-12-10 15:28:53.135453: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:28:53.397763: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:28:53.950447: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:28:54.441196: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 33s 313ms/step - loss: 4958.1279 - mean_squared_error: 4958.1279 - val_loss: 1356.3477 - val_mean_squared_error: 1356.3477
Epoch 2/30
81/81 [==============================] - 5s 67ms/step - loss: 2517.4053 - mean_squared_error: 2517.4053 - val_loss: 102.2248 - val_mean_squared_error: 102.2248
Epoch 3/30
81/81 [==============================] - 5s 58ms/step - loss: 1456.8593 - mean_squared_error: 1456.8593 - val_loss: 709.7786 - val_mean_squared_error: 709.7786
Epoch 4/30
81/81 [==============================] - 4s 53ms/step - loss: 1049.4878 - mean_squared_error: 1049.4878 - val_loss: 85.0972 - val_mean_squared_error: 85.0972
Epoch 5/30
81/81 [==============================] - 4s 53ms/step - loss: 737.6812 - mean_squared_error: 737.6812 - val_loss: 17.6166 - val_mean_squared_error: 17.6166
Epoch 6/30
81/81 [==============================] - 4s 53ms/step - loss: 720.3373 - mean_squared_error: 720.3373 - val_loss: 95.5275 - val_mean_squared_error: 95.5275
Epoch 7/30
81/81 [==============================] - 4s 48ms/step - loss: 689.3481 - mean_squared_error: 689.3481 - val_loss: 114.0802 - val_mean_squared_error: 114.0802
Epoch 8/30
81/81 [==============================] - 4s 50ms/step - loss: 652.7765 - mean_squared_error: 652.7765 - val_loss: 19.2085 - val_mean_squared_error: 19.2085
Epoch 9/30
81/81 [==============================] - 4s 52ms/step - loss: 651.5766 - mean_squared_error: 651.5766 - val_loss: 59.8740 - val_mean_squared_error: 59.8740
Epoch 10/30
81/81 [==============================] - 4s 48ms/step - loss: 626.7740 - mean_squared_error: 626.7740 - val_loss: 108.7060 - val_mean_squared_error: 108.7060
Epoch 11/30
81/81 [==============================] - 4s 50ms/step - loss: 657.3976 - mean_squared_error: 657.3976 - val_loss: 135.2820 - val_mean_squared_error: 135.2820
Epoch 12/30
81/81 [==============================] - 4s 50ms/step - loss: 643.9626 - mean_squared_error: 643.9626 - val_loss: 42.8081 - val_mean_squared_error: 42.8081
Epoch 13/30
81/81 [==============================] - 4s 51ms/step - loss: 655.1066 - mean_squared_error: 655.1066 - val_loss: 95.4799 - val_mean_squared_error: 95.4799
Epoch 14/30
81/81 [==============================] - 4s 50ms/step - loss: 599.6774 - mean_squared_error: 599.6774 - val_loss: 71.0101 - val_mean_squared_error: 71.0101
Epoch 15/30
81/81 [==============================] - 4s 51ms/step - loss: 521.0857 - mean_squared_error: 521.0857 - val_loss: 65.7140 - val_mean_squared_error: 65.7140
Epoch 16/30
81/81 [==============================] - 4s 48ms/step - loss: 482.9555 - mean_squared_error: 482.9555 - val_loss: 108.5420 - val_mean_squared_error: 108.5420
Epoch 17/30
81/81 [==============================] - 4s 50ms/step - loss: 335.8133 - mean_squared_error: 335.8133 - val_loss: 376.8351 - val_mean_squared_error: 376.8351
Epoch 18/30
81/81 [==============================] - 4s 47ms/step - loss: 245.6040 - mean_squared_error: 245.6040 - val_loss: 144.1718 - val_mean_squared_error: 144.1718
Epoch 19/30
81/81 [==============================] - 4s 48ms/step - loss: 259.4514 - mean_squared_error: 259.4514 - val_loss: 148.8724 - val_mean_squared_error: 148.8724
Epoch 20/30
81/81 [==============================] - 4s 47ms/step - loss: 246.9646 - mean_squared_error: 246.9646 - val_loss: 356.1917 - val_mean_squared_error: 356.1917
Epoch 21/30
81/81 [==============================] - 4s 47ms/step - loss: 251.7099 - mean_squared_error: 251.7099 - val_loss: 43.9201 - val_mean_squared_error: 43.9201
Epoch 22/30
81/81 [==============================] - 4s 47ms/step - loss: 237.6477 - mean_squared_error: 237.6477 - val_loss: 100.2054 - val_mean_squared_error: 100.2054
Epoch 23/30
81/81 [==============================] - 4s 48ms/step - loss: 237.7815 - mean_squared_error: 237.7815 - val_loss: 143.8857 - val_mean_squared_error: 143.8857
Epoch 24/30
81/81 [==============================] - 4s 48ms/step - loss: 222.8434 - mean_squared_error: 222.8434 - val_loss: 49.7438 - val_mean_squared_error: 49.7438
Epoch 25/30
81/81 [==============================] - 4s 48ms/step - loss: 252.2896 - mean_squared_error: 252.2896 - val_loss: 180.8248 - val_mean_squared_error: 180.8248
Epoch 26/30
81/81 [==============================] - 4s 48ms/step - loss: 245.7375 - mean_squared_error: 245.7375 - val_loss: 71.9102 - val_mean_squared_error: 71.9102
Epoch 27/30
81/81 [==============================] - 4s 48ms/step - loss: 238.6139 - mean_squared_error: 238.6139 - val_loss: 91.1644 - val_mean_squared_error: 91.1644
Epoch 28/30
81/81 [==============================] - 4s 48ms/step - loss: 228.5771 - mean_squared_error: 228.5771 - val_loss: 53.4308 - val_mean_squared_error: 53.4308
Epoch 29/30
81/81 [==============================] - 4s 48ms/step - loss: 228.0847 - mean_squared_error: 228.0847 - val_loss: 124.0700 - val_mean_squared_error: 124.0700
Epoch 30/30
81/81 [==============================] - 4s 49ms/step - loss: 233.1590 - mean_squared_error: 233.1590 - val_loss: 83.4562 - val_mean_squared_error: 83.4562
2022-12-10 15:30:54.795703: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:30:54.986893: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:30:55.470816: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:30:56.039064: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.12548801 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.15281651 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.18600112 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.07933631 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.07306191 ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.08951478 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 15:31:00.515280: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:31:01.120535: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:31:01.943098: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:31:02.651798: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:31:04.158096: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:31:05.343460: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:31:06.573187: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4871.3398 - mean_squared_error: 4871.3398
2022-12-10 15:31:25.614188: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:31:25.805208: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:31:26.225445: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:31:26.653116: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 30s 276ms/step - loss: 4871.3398 - mean_squared_error: 4871.3398 - val_loss: 1544.3673 - val_mean_squared_error: 1544.3673
Epoch 2/30
81/81 [==============================] - 5s 62ms/step - loss: 2232.4297 - mean_squared_error: 2232.4297 - val_loss: 43.2781 - val_mean_squared_error: 43.2781
Epoch 3/30
81/81 [==============================] - 4s 55ms/step - loss: 1323.7156 - mean_squared_error: 1323.7156 - val_loss: 238.0315 - val_mean_squared_error: 238.0315
Epoch 4/30
81/81 [==============================] - 4s 48ms/step - loss: 757.5701 - mean_squared_error: 757.5701 - val_loss: 1082.1721 - val_mean_squared_error: 1082.1721
Epoch 5/30
81/81 [==============================] - 4s 49ms/step - loss: 556.8763 - mean_squared_error: 556.8763 - val_loss: 1153.3168 - val_mean_squared_error: 1153.3168
Epoch 6/30
81/81 [==============================] - 4s 49ms/step - loss: 236.7809 - mean_squared_error: 236.7809 - val_loss: 350.3839 - val_mean_squared_error: 350.3839
Epoch 7/30
81/81 [==============================] - 4s 46ms/step - loss: 117.3088 - mean_squared_error: 117.3088 - val_loss: 129.2210 - val_mean_squared_error: 129.2210
Epoch 8/30
81/81 [==============================] - 4s 45ms/step - loss: 95.8910 - mean_squared_error: 95.8910 - val_loss: 36.7053 - val_mean_squared_error: 36.7053
Epoch 9/30
81/81 [==============================] - 4s 48ms/step - loss: 89.5542 - mean_squared_error: 89.5542 - val_loss: 41.0877 - val_mean_squared_error: 41.0877
Epoch 10/30
81/81 [==============================] - 4s 45ms/step - loss: 77.5972 - mean_squared_error: 77.5972 - val_loss: 59.5542 - val_mean_squared_error: 59.5542
Epoch 11/30
81/81 [==============================] - 4s 43ms/step - loss: 72.5956 - mean_squared_error: 72.5956 - val_loss: 33.7057 - val_mean_squared_error: 33.7057
Epoch 12/30
81/81 [==============================] - 4s 52ms/step - loss: 67.8028 - mean_squared_error: 67.8028 - val_loss: 44.2702 - val_mean_squared_error: 44.2702
Epoch 13/30
81/81 [==============================] - 4s 49ms/step - loss: 57.7789 - mean_squared_error: 57.7789 - val_loss: 71.1571 - val_mean_squared_error: 71.1571
Epoch 14/30
81/81 [==============================] - 4s 48ms/step - loss: 56.6994 - mean_squared_error: 56.6994 - val_loss: 43.4524 - val_mean_squared_error: 43.4524
Epoch 15/30
81/81 [==============================] - 5s 59ms/step - loss: 58.9303 - mean_squared_error: 58.9303 - val_loss: 53.1278 - val_mean_squared_error: 53.1278
Epoch 16/30
81/81 [==============================] - 5s 56ms/step - loss: 55.2513 - mean_squared_error: 55.2513 - val_loss: 41.8531 - val_mean_squared_error: 41.8531
Epoch 17/30
81/81 [==============================] - 4s 47ms/step - loss: 50.5781 - mean_squared_error: 50.5781 - val_loss: 42.8490 - val_mean_squared_error: 42.8490
Epoch 18/30
81/81 [==============================] - 4s 46ms/step - loss: 47.9618 - mean_squared_error: 47.9618 - val_loss: 61.0505 - val_mean_squared_error: 61.0505
Epoch 19/30
81/81 [==============================] - 4s 47ms/step - loss: 49.6157 - mean_squared_error: 49.6157 - val_loss: 87.8520 - val_mean_squared_error: 87.8520
Epoch 20/30
81/81 [==============================] - 4s 45ms/step - loss: 51.6269 - mean_squared_error: 51.6269 - val_loss: 49.6435 - val_mean_squared_error: 49.6435
Epoch 21/30
81/81 [==============================] - 4s 45ms/step - loss: 49.5349 - mean_squared_error: 49.5349 - val_loss: 26.8855 - val_mean_squared_error: 26.8855
Epoch 22/30
81/81 [==============================] - 4s 49ms/step - loss: 53.8613 - mean_squared_error: 53.8613 - val_loss: 38.9698 - val_mean_squared_error: 38.9698
Epoch 23/30
81/81 [==============================] - 4s 44ms/step - loss: 43.7888 - mean_squared_error: 43.7888 - val_loss: 28.8242 - val_mean_squared_error: 28.8242
Epoch 24/30
81/81 [==============================] - 4s 45ms/step - loss: 44.6764 - mean_squared_error: 44.6764 - val_loss: 48.9463 - val_mean_squared_error: 48.9463
Epoch 25/30
81/81 [==============================] - 4s 45ms/step - loss: 45.4528 - mean_squared_error: 45.4528 - val_loss: 35.8501 - val_mean_squared_error: 35.8501
Epoch 26/30
81/81 [==============================] - 4s 46ms/step - loss: 41.1220 - mean_squared_error: 41.1220 - val_loss: 82.6734 - val_mean_squared_error: 82.6734
Epoch 27/30
81/81 [==============================] - 4s 45ms/step - loss: 47.7602 - mean_squared_error: 47.7602 - val_loss: 35.9477 - val_mean_squared_error: 35.9476
Epoch 28/30
81/81 [==============================] - 4s 45ms/step - loss: 45.1023 - mean_squared_error: 45.1023 - val_loss: 44.6081 - val_mean_squared_error: 44.6081
Epoch 29/30
81/81 [==============================] - 4s 45ms/step - loss: 38.6720 - mean_squared_error: 38.6720 - val_loss: 53.1028 - val_mean_squared_error: 53.1028
Epoch 30/30
81/81 [==============================] - 4s 44ms/step - loss: 43.5812 - mean_squared_error: 43.5812 - val_loss: 38.8909 - val_mean_squared_error: 38.8909
2022-12-10 15:33:22.421759: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:33:22.603081: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:33:23.109834: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:33:23.592127: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx :  2
best_solution :  [1 1 1 1 1 0 1 0 1 1 0 1 0 1 0 1 0 0 1 0 0 1 0 0 1 1 0 1 0 1 0 1 1 1 0 0 1
 1 0 1 0 0 1 0 0 1 1 1 1 0 1 1 1 0 0 0 0 1 1 0 0 1 1 0 1 1 1 1 1 0 0 1 1 1
 1 1 1 0 1 0 1]
Selected indices :  [ 0  1  2  3  4  6  8  9 11 13 15 18 21 24 25 27 29 31 32 33 36 37 39 42
 45 46 47 48 50 51 52 57 58 61 62 64 65 66 67 68 71 72 73 74 75 76 78 80]
Number of selected elements :  48
Best solution fitness :  0.025201897096849134
Generation:  9
[[0.18225377 0.12548801 0.43662912 ... 0.         0.         0.        ]
 [0.19041704 0.15281651 0.44309554 ... 0.         0.         0.        ]
 [0.18030169 0.18600112 0.44272007 ... 0.         0.         0.        ]
 ...
 [0.07808341 0.07933631 0.74735086 ... 0.         0.         0.        ]
 [0.0743567  0.07306191 0.76512307 ... 0.         0.         0.        ]
 [0.07488909 0.08951478 0.76583229 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 15:33:28.139545: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:33:28.694274: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:33:29.483269: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:33:30.318536: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:33:31.957299: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:33:33.261634: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:33:34.576946: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4830.5527 - mean_squared_error: 4830.5527
2022-12-10 15:33:55.986425: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:33:56.179518: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:33:56.626658: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:33:57.070961: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 34s 307ms/step - loss: 4830.5527 - mean_squared_error: 4830.5527 - val_loss: 848.0790 - val_mean_squared_error: 848.0790
Epoch 2/30
81/81 [==============================] - 5s 57ms/step - loss: 2727.3918 - mean_squared_error: 2727.3918 - val_loss: 39.5652 - val_mean_squared_error: 39.5652
Epoch 3/30
81/81 [==============================] - 5s 62ms/step - loss: 1632.9348 - mean_squared_error: 1632.9348 - val_loss: 580.2741 - val_mean_squared_error: 580.2741
Epoch 4/30
81/81 [==============================] - 4s 54ms/step - loss: 1049.4729 - mean_squared_error: 1049.4729 - val_loss: 484.7855 - val_mean_squared_error: 484.7855
Epoch 5/30
81/81 [==============================] - 4s 54ms/step - loss: 953.5992 - mean_squared_error: 953.5992 - val_loss: 369.7072 - val_mean_squared_error: 369.7072
Epoch 6/30
81/81 [==============================] - 4s 53ms/step - loss: 929.5689 - mean_squared_error: 929.5689 - val_loss: 501.4142 - val_mean_squared_error: 501.4142
Epoch 7/30
81/81 [==============================] - 4s 50ms/step - loss: 942.7465 - mean_squared_error: 942.7465 - val_loss: 410.1863 - val_mean_squared_error: 410.1863
Epoch 8/30
81/81 [==============================] - 4s 49ms/step - loss: 926.0048 - mean_squared_error: 926.0048 - val_loss: 35.9777 - val_mean_squared_error: 35.9777
Epoch 9/30
81/81 [==============================] - 4s 50ms/step - loss: 846.2419 - mean_squared_error: 846.2419 - val_loss: 132.2626 - val_mean_squared_error: 132.2626
Epoch 10/30
81/81 [==============================] - 4s 48ms/step - loss: 674.0204 - mean_squared_error: 674.0204 - val_loss: 555.3392 - val_mean_squared_error: 555.3392
Epoch 11/30
81/81 [==============================] - 4s 49ms/step - loss: 552.3709 - mean_squared_error: 552.3709 - val_loss: 266.0309 - val_mean_squared_error: 266.0309
Epoch 12/30
81/81 [==============================] - 4s 51ms/step - loss: 527.4474 - mean_squared_error: 527.4474 - val_loss: 61.1055 - val_mean_squared_error: 61.1055
Epoch 13/30
81/81 [==============================] - 4s 49ms/step - loss: 553.0255 - mean_squared_error: 553.0255 - val_loss: 38.7818 - val_mean_squared_error: 38.7818
Epoch 14/30
81/81 [==============================] - 4s 48ms/step - loss: 502.2171 - mean_squared_error: 502.2171 - val_loss: 38.2905 - val_mean_squared_error: 38.2905
Epoch 15/30
81/81 [==============================] - 4s 51ms/step - loss: 517.0466 - mean_squared_error: 517.0466 - val_loss: 50.8584 - val_mean_squared_error: 50.8584
Epoch 16/30
81/81 [==============================] - 4s 47ms/step - loss: 503.6952 - mean_squared_error: 503.6952 - val_loss: 102.2206 - val_mean_squared_error: 102.2206
Epoch 17/30
81/81 [==============================] - 4s 47ms/step - loss: 466.6339 - mean_squared_error: 466.6339 - val_loss: 107.4801 - val_mean_squared_error: 107.4801
Epoch 18/30
81/81 [==============================] - 4s 47ms/step - loss: 484.7894 - mean_squared_error: 484.7894 - val_loss: 27.7677 - val_mean_squared_error: 27.7677
Epoch 19/30
81/81 [==============================] - 4s 49ms/step - loss: 480.2854 - mean_squared_error: 480.2854 - val_loss: 36.7970 - val_mean_squared_error: 36.7970
Epoch 20/30
81/81 [==============================] - 4s 50ms/step - loss: 481.9123 - mean_squared_error: 481.9123 - val_loss: 36.6235 - val_mean_squared_error: 36.6235
Epoch 21/30
81/81 [==============================] - 4s 49ms/step - loss: 472.5359 - mean_squared_error: 472.5359 - val_loss: 40.8569 - val_mean_squared_error: 40.8569
Epoch 22/30
81/81 [==============================] - 4s 49ms/step - loss: 528.7120 - mean_squared_error: 528.7120 - val_loss: 31.0833 - val_mean_squared_error: 31.0833
Epoch 23/30
81/81 [==============================] - 4s 47ms/step - loss: 480.9523 - mean_squared_error: 480.9523 - val_loss: 53.2538 - val_mean_squared_error: 53.2538
Epoch 24/30
81/81 [==============================] - 4s 49ms/step - loss: 526.5565 - mean_squared_error: 526.5565 - val_loss: 37.7885 - val_mean_squared_error: 37.7885
Epoch 25/30
81/81 [==============================] - 4s 48ms/step - loss: 508.1744 - mean_squared_error: 508.1744 - val_loss: 38.4305 - val_mean_squared_error: 38.4305
Epoch 26/30
81/81 [==============================] - 4s 49ms/step - loss: 487.0405 - mean_squared_error: 487.0405 - val_loss: 70.3895 - val_mean_squared_error: 70.3895
Epoch 27/30
81/81 [==============================] - 4s 54ms/step - loss: 488.1392 - mean_squared_error: 488.1392 - val_loss: 63.5658 - val_mean_squared_error: 63.5658
Epoch 28/30
81/81 [==============================] - 4s 50ms/step - loss: 477.7354 - mean_squared_error: 477.7354 - val_loss: 80.1380 - val_mean_squared_error: 80.1380
Epoch 29/30
81/81 [==============================] - 4s 51ms/step - loss: 470.9377 - mean_squared_error: 470.9377 - val_loss: 184.6589 - val_mean_squared_error: 184.6589
Epoch 30/30
81/81 [==============================] - 4s 53ms/step - loss: 437.4266 - mean_squared_error: 437.4266 - val_loss: 72.8631 - val_mean_squared_error: 72.8631
2022-12-10 15:35:58.827987: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:35:59.030562: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:35:59.527728: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:36:00.035786: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 15:36:03.992127: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:36:04.551075: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:36:05.231599: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:36:06.019810: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:36:07.547001: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:36:08.851061: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:36:10.201042: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4769.2798 - mean_squared_error: 4769.2798
2022-12-10 15:36:31.601366: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:36:31.776718: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:36:32.283888: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:36:32.777239: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 32s 303ms/step - loss: 4769.2798 - mean_squared_error: 4769.2798 - val_loss: 518.5598 - val_mean_squared_error: 518.5598
Epoch 2/30
81/81 [==============================] - 5s 62ms/step - loss: 2338.2937 - mean_squared_error: 2338.2937 - val_loss: 143.4474 - val_mean_squared_error: 143.4474
Epoch 3/30
81/81 [==============================] - 5s 57ms/step - loss: 1496.5061 - mean_squared_error: 1496.5061 - val_loss: 1372.4086 - val_mean_squared_error: 1372.4086
Epoch 4/30
81/81 [==============================] - 4s 49ms/step - loss: 759.3939 - mean_squared_error: 759.3939 - val_loss: 667.6631 - val_mean_squared_error: 667.6631
Epoch 5/30
81/81 [==============================] - 4s 53ms/step - loss: 320.3488 - mean_squared_error: 320.3488 - val_loss: 20.0374 - val_mean_squared_error: 20.0374
Epoch 6/30
81/81 [==============================] - 4s 47ms/step - loss: 304.4515 - mean_squared_error: 304.4515 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 7/30
81/81 [==============================] - 4s 49ms/step - loss: 327.4676 - mean_squared_error: 327.4676 - val_loss: 271.3188 - val_mean_squared_error: 271.3188
Epoch 8/30
81/81 [==============================] - 4s 47ms/step - loss: 266.9919 - mean_squared_error: 266.9919 - val_loss: 78.1690 - val_mean_squared_error: 78.1690
Epoch 9/30
81/81 [==============================] - 4s 45ms/step - loss: 271.3329 - mean_squared_error: 271.3329 - val_loss: 30.3534 - val_mean_squared_error: 30.3534
Epoch 10/30
81/81 [==============================] - 4s 46ms/step - loss: 264.9019 - mean_squared_error: 264.9019 - val_loss: 25.4309 - val_mean_squared_error: 25.4309
Epoch 11/30
81/81 [==============================] - 4s 46ms/step - loss: 265.4737 - mean_squared_error: 265.4737 - val_loss: 30.1493 - val_mean_squared_error: 30.1493
Epoch 12/30
81/81 [==============================] - 4s 44ms/step - loss: 241.1553 - mean_squared_error: 241.1553 - val_loss: 25.1159 - val_mean_squared_error: 25.1159
Epoch 13/30
81/81 [==============================] - 4s 45ms/step - loss: 248.9892 - mean_squared_error: 248.9892 - val_loss: 33.2707 - val_mean_squared_error: 33.2707
Epoch 14/30
81/81 [==============================] - 4s 46ms/step - loss: 271.9839 - mean_squared_error: 271.9839 - val_loss: 74.5059 - val_mean_squared_error: 74.5059
Epoch 15/30
81/81 [==============================] - 4s 46ms/step - loss: 266.6664 - mean_squared_error: 266.6664 - val_loss: 75.2580 - val_mean_squared_error: 75.2580
Epoch 16/30
81/81 [==============================] - 4s 45ms/step - loss: 234.0520 - mean_squared_error: 234.0520 - val_loss: 78.0378 - val_mean_squared_error: 78.0378
Epoch 17/30
81/81 [==============================] - 4s 45ms/step - loss: 292.9381 - mean_squared_error: 292.9381 - val_loss: 205.3920 - val_mean_squared_error: 205.3920
Epoch 18/30
81/81 [==============================] - 4s 46ms/step - loss: 262.5013 - mean_squared_error: 262.5013 - val_loss: 59.5706 - val_mean_squared_error: 59.5706
Epoch 19/30
81/81 [==============================] - 4s 48ms/step - loss: 267.4932 - mean_squared_error: 267.4932 - val_loss: 57.6486 - val_mean_squared_error: 57.6486
Epoch 20/30
81/81 [==============================] - 4s 46ms/step - loss: 250.9554 - mean_squared_error: 250.9554 - val_loss: 64.3811 - val_mean_squared_error: 64.3811
Epoch 21/30
81/81 [==============================] - 4s 47ms/step - loss: 257.6207 - mean_squared_error: 257.6207 - val_loss: 98.3106 - val_mean_squared_error: 98.3106
Epoch 22/30
81/81 [==============================] - 4s 47ms/step - loss: 250.8333 - mean_squared_error: 250.8333 - val_loss: 103.2991 - val_mean_squared_error: 103.2991
Epoch 23/30
81/81 [==============================] - 4s 45ms/step - loss: 222.5810 - mean_squared_error: 222.5810 - val_loss: 104.5871 - val_mean_squared_error: 104.5871
Epoch 24/30
81/81 [==============================] - 4s 46ms/step - loss: 238.4539 - mean_squared_error: 238.4539 - val_loss: 75.5600 - val_mean_squared_error: 75.5600
Epoch 25/30
81/81 [==============================] - 4s 44ms/step - loss: 246.7749 - mean_squared_error: 246.7749 - val_loss: 130.7627 - val_mean_squared_error: 130.7627
Epoch 26/30
81/81 [==============================] - 4s 43ms/step - loss: 249.4477 - mean_squared_error: 249.4477 - val_loss: 63.3976 - val_mean_squared_error: 63.3976
Epoch 27/30
81/81 [==============================] - 4s 44ms/step - loss: 259.0739 - mean_squared_error: 259.0739 - val_loss: 28.3743 - val_mean_squared_error: 28.3743
Epoch 28/30
81/81 [==============================] - 4s 45ms/step - loss: 240.1345 - mean_squared_error: 240.1345 - val_loss: 27.7302 - val_mean_squared_error: 27.7302
Epoch 29/30
81/81 [==============================] - 4s 46ms/step - loss: 236.8950 - mean_squared_error: 236.8950 - val_loss: 80.7494 - val_mean_squared_error: 80.7494
Epoch 30/30
81/81 [==============================] - 4s 46ms/step - loss: 241.7393 - mean_squared_error: 241.7393 - val_loss: 63.9172 - val_mean_squared_error: 63.9172
2022-12-10 15:38:26.373921: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:38:26.558841: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:38:26.974321: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:38:27.512072: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 48)
(286, 48)
Epoch 1/30
2022-12-10 15:38:32.356423: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:38:33.158409: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:38:34.152983: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:38:34.946922: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:38:36.722622: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:38:38.029739: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:38:39.348020: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4832.9790 - mean_squared_error: 4832.9790
2022-12-10 15:39:01.448858: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:39:01.690681: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:39:02.170974: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:39:02.633606: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 34s 319ms/step - loss: 4832.9790 - mean_squared_error: 4832.9790 - val_loss: 2260.9070 - val_mean_squared_error: 2260.9070
Epoch 2/30
81/81 [==============================] - 5s 64ms/step - loss: 2786.3938 - mean_squared_error: 2786.3938 - val_loss: 351.2523 - val_mean_squared_error: 351.2523
Epoch 3/30
81/81 [==============================] - 5s 60ms/step - loss: 2020.9484 - mean_squared_error: 2020.9482 - val_loss: 1800.9763 - val_mean_squared_error: 1800.9763
Epoch 4/30
81/81 [==============================] - 5s 62ms/step - loss: 1080.6648 - mean_squared_error: 1080.6648 - val_loss: 562.6456 - val_mean_squared_error: 562.6456
Epoch 5/30
81/81 [==============================] - 5s 59ms/step - loss: 1117.8245 - mean_squared_error: 1117.8245 - val_loss: 1018.9344 - val_mean_squared_error: 1018.9344
Epoch 6/30
81/81 [==============================] - 4s 53ms/step - loss: 1105.4418 - mean_squared_error: 1105.4418 - val_loss: 540.5486 - val_mean_squared_error: 540.5486
Epoch 7/30
81/81 [==============================] - 4s 52ms/step - loss: 1059.2418 - mean_squared_error: 1059.2418 - val_loss: 311.3152 - val_mean_squared_error: 311.3152
Epoch 8/30
81/81 [==============================] - 4s 55ms/step - loss: 1070.4261 - mean_squared_error: 1070.4261 - val_loss: 403.1076 - val_mean_squared_error: 403.1076
Epoch 9/30
81/81 [==============================] - 4s 53ms/step - loss: 1029.5049 - mean_squared_error: 1029.5049 - val_loss: 154.3709 - val_mean_squared_error: 154.3709
Epoch 10/30
81/81 [==============================] - 4s 53ms/step - loss: 986.0554 - mean_squared_error: 986.0554 - val_loss: 3036.8242 - val_mean_squared_error: 3036.8242
Epoch 11/30
81/81 [==============================] - 4s 55ms/step - loss: 890.0215 - mean_squared_error: 890.0215 - val_loss: 45.1700 - val_mean_squared_error: 45.1700
Epoch 12/30
81/81 [==============================] - 4s 53ms/step - loss: 786.3093 - mean_squared_error: 786.3093 - val_loss: 574.4394 - val_mean_squared_error: 574.4394
Epoch 13/30
81/81 [==============================] - 4s 52ms/step - loss: 691.0178 - mean_squared_error: 691.0178 - val_loss: 471.2042 - val_mean_squared_error: 471.2042
Epoch 14/30
81/81 [==============================] - 4s 52ms/step - loss: 704.4201 - mean_squared_error: 704.4201 - val_loss: 226.4814 - val_mean_squared_error: 226.4814
Epoch 15/30
81/81 [==============================] - 4s 55ms/step - loss: 639.9984 - mean_squared_error: 639.9984 - val_loss: 40.8942 - val_mean_squared_error: 40.8942
Epoch 16/30
81/81 [==============================] - 4s 54ms/step - loss: 659.9337 - mean_squared_error: 659.9337 - val_loss: 38.3114 - val_mean_squared_error: 38.3114
Epoch 17/30
81/81 [==============================] - 4s 51ms/step - loss: 622.3467 - mean_squared_error: 622.3467 - val_loss: 145.8916 - val_mean_squared_error: 145.8916
Epoch 18/30
81/81 [==============================] - 4s 52ms/step - loss: 493.7348 - mean_squared_error: 493.7348 - val_loss: 1336.4108 - val_mean_squared_error: 1336.4108
Epoch 19/30
81/81 [==============================] - 4s 54ms/step - loss: 322.5409 - mean_squared_error: 322.5409 - val_loss: 1108.1475 - val_mean_squared_error: 1108.1475
Epoch 20/30
81/81 [==============================] - 4s 52ms/step - loss: 296.8794 - mean_squared_error: 296.8794 - val_loss: 103.1934 - val_mean_squared_error: 103.1934
Epoch 21/30
81/81 [==============================] - 4s 53ms/step - loss: 257.2662 - mean_squared_error: 257.2662 - val_loss: 66.7019 - val_mean_squared_error: 66.7019
Epoch 22/30
81/81 [==============================] - 4s 52ms/step - loss: 257.5229 - mean_squared_error: 257.5229 - val_loss: 161.9035 - val_mean_squared_error: 161.9035
Epoch 23/30
81/81 [==============================] - 4s 53ms/step - loss: 238.3557 - mean_squared_error: 238.3557 - val_loss: 64.1293 - val_mean_squared_error: 64.1293
Epoch 24/30
81/81 [==============================] - 4s 54ms/step - loss: 260.8683 - mean_squared_error: 260.8683 - val_loss: 628.0671 - val_mean_squared_error: 628.0671
Epoch 25/30
81/81 [==============================] - 4s 54ms/step - loss: 264.8643 - mean_squared_error: 264.8643 - val_loss: 20.1520 - val_mean_squared_error: 20.1520
Epoch 26/30
81/81 [==============================] - 4s 52ms/step - loss: 238.6140 - mean_squared_error: 238.6140 - val_loss: 183.0714 - val_mean_squared_error: 183.0714
Epoch 27/30
81/81 [==============================] - 4s 54ms/step - loss: 243.9639 - mean_squared_error: 243.9639 - val_loss: 180.5755 - val_mean_squared_error: 180.5755
Epoch 28/30
81/81 [==============================] - 4s 54ms/step - loss: 255.4910 - mean_squared_error: 255.4910 - val_loss: 174.9166 - val_mean_squared_error: 174.9166
Epoch 29/30
81/81 [==============================] - 4s 53ms/step - loss: 221.9494 - mean_squared_error: 221.9494 - val_loss: 351.8975 - val_mean_squared_error: 351.8974
Epoch 30/30
81/81 [==============================] - 4s 51ms/step - loss: 232.7576 - mean_squared_error: 232.7576 - val_loss: 48.2843 - val_mean_squared_error: 48.2843
2022-12-10 15:41:13.189362: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:41:13.445033: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:41:13.876931: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:41:14.337716: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 15:41:18.430130: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:41:18.956269: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:41:19.643162: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:41:20.387730: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:41:21.864189: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:41:23.097490: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:41:24.526293: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4778.9185 - mean_squared_error: 4778.9185
2022-12-10 15:41:46.877323: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:41:47.107793: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:41:47.589203: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:41:48.053475: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 33s 319ms/step - loss: 4778.9185 - mean_squared_error: 4778.9185 - val_loss: 515.7015 - val_mean_squared_error: 515.7015
Epoch 2/30
81/81 [==============================] - 5s 61ms/step - loss: 2547.4409 - mean_squared_error: 2547.4409 - val_loss: 36.6516 - val_mean_squared_error: 36.6516
Epoch 3/30
81/81 [==============================] - 5s 61ms/step - loss: 1225.5281 - mean_squared_error: 1225.5281 - val_loss: 791.5546 - val_mean_squared_error: 791.5546
Epoch 4/30
81/81 [==============================] - 4s 52ms/step - loss: 909.3576 - mean_squared_error: 909.3576 - val_loss: 670.3737 - val_mean_squared_error: 670.3737
Epoch 5/30
81/81 [==============================] - 4s 51ms/step - loss: 581.5639 - mean_squared_error: 581.5639 - val_loss: 59.0481 - val_mean_squared_error: 59.0481
Epoch 6/30
81/81 [==============================] - 6s 71ms/step - loss: 360.5443 - mean_squared_error: 360.5443 - val_loss: 150.5877 - val_mean_squared_error: 150.5877
Epoch 7/30
81/81 [==============================] - 4s 53ms/step - loss: 239.9288 - mean_squared_error: 239.9288 - val_loss: 63.2550 - val_mean_squared_error: 63.2550
Epoch 8/30
81/81 [==============================] - 4s 49ms/step - loss: 98.7896 - mean_squared_error: 98.7896 - val_loss: 24.1048 - val_mean_squared_error: 24.1048
Epoch 9/30
81/81 [==============================] - 4s 51ms/step - loss: 73.2786 - mean_squared_error: 73.2786 - val_loss: 23.4363 - val_mean_squared_error: 23.4363
Epoch 10/30
81/81 [==============================] - 4s 48ms/step - loss: 80.7494 - mean_squared_error: 80.7494 - val_loss: 34.7663 - val_mean_squared_error: 34.7663
Epoch 11/30
81/81 [==============================] - 4s 47ms/step - loss: 76.5250 - mean_squared_error: 76.5250 - val_loss: 44.0655 - val_mean_squared_error: 44.0655
Epoch 12/30
81/81 [==============================] - 4s 50ms/step - loss: 69.0908 - mean_squared_error: 69.0908 - val_loss: 75.5472 - val_mean_squared_error: 75.5472
Epoch 13/30
81/81 [==============================] - 4s 49ms/step - loss: 61.1073 - mean_squared_error: 61.1073 - val_loss: 46.0762 - val_mean_squared_error: 46.0762
Epoch 14/30
81/81 [==============================] - 4s 47ms/step - loss: 60.5587 - mean_squared_error: 60.5587 - val_loss: 21.8560 - val_mean_squared_error: 21.8560
Epoch 15/30
81/81 [==============================] - 4s 48ms/step - loss: 60.1170 - mean_squared_error: 60.1170 - val_loss: 28.3468 - val_mean_squared_error: 28.3468
Epoch 16/30
81/81 [==============================] - 4s 47ms/step - loss: 53.5485 - mean_squared_error: 53.5485 - val_loss: 38.8972 - val_mean_squared_error: 38.8972
Epoch 17/30
81/81 [==============================] - 4s 47ms/step - loss: 54.3092 - mean_squared_error: 54.3092 - val_loss: 33.1818 - val_mean_squared_error: 33.1818
Epoch 18/30
81/81 [==============================] - 4s 47ms/step - loss: 49.3735 - mean_squared_error: 49.3735 - val_loss: 75.9984 - val_mean_squared_error: 75.9984
Epoch 19/30
81/81 [==============================] - 4s 47ms/step - loss: 50.6596 - mean_squared_error: 50.6596 - val_loss: 21.7306 - val_mean_squared_error: 21.7306
Epoch 20/30
81/81 [==============================] - 4s 47ms/step - loss: 53.4048 - mean_squared_error: 53.4048 - val_loss: 22.1579 - val_mean_squared_error: 22.1579
Epoch 21/30
81/81 [==============================] - 4s 48ms/step - loss: 46.8100 - mean_squared_error: 46.8100 - val_loss: 18.8630 - val_mean_squared_error: 18.8630
Epoch 22/30
81/81 [==============================] - 4s 48ms/step - loss: 44.0970 - mean_squared_error: 44.0970 - val_loss: 21.7870 - val_mean_squared_error: 21.7870
Epoch 23/30
81/81 [==============================] - 4s 47ms/step - loss: 46.1046 - mean_squared_error: 46.1046 - val_loss: 63.5605 - val_mean_squared_error: 63.5605
Epoch 24/30
81/81 [==============================] - 4s 51ms/step - loss: 49.3282 - mean_squared_error: 49.3282 - val_loss: 30.6027 - val_mean_squared_error: 30.6027
Epoch 25/30
81/81 [==============================] - 4s 46ms/step - loss: 40.4921 - mean_squared_error: 40.4921 - val_loss: 26.1988 - val_mean_squared_error: 26.1988
Epoch 26/30
81/81 [==============================] - 4s 46ms/step - loss: 266.1939 - mean_squared_error: 266.1939 - val_loss: 222.4775 - val_mean_squared_error: 222.4775
Epoch 27/30
81/81 [==============================] - 4s 46ms/step - loss: 334.3781 - mean_squared_error: 334.3781 - val_loss: 1854.0544 - val_mean_squared_error: 1854.0544
Epoch 28/30
81/81 [==============================] - 4s 47ms/step - loss: 262.1286 - mean_squared_error: 262.1286 - val_loss: 448.8301 - val_mean_squared_error: 448.8301
Epoch 29/30
81/81 [==============================] - 4s 47ms/step - loss: 169.4313 - mean_squared_error: 169.4313 - val_loss: 174.3071 - val_mean_squared_error: 174.3071
Epoch 30/30
81/81 [==============================] - 4s 46ms/step - loss: 104.5453 - mean_squared_error: 104.5453 - val_loss: 20.3507 - val_mean_squared_error: 20.3507
2022-12-10 15:43:48.095526: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:43:48.301489: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:43:48.820307: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:43:49.580898: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.12548801 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.15281651 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.18600112 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.07933631 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.07306191 ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.08951478 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 15:43:54.397434: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:43:55.471839: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:43:56.345593: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:43:57.202626: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:43:58.867769: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:44:00.118005: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:44:01.393292: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4747.2998 - mean_squared_error: 4747.2998
2022-12-10 15:44:24.418845: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:44:24.643785: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:44:25.087312: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:44:25.552631: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 36s 330ms/step - loss: 4747.2998 - mean_squared_error: 4747.2998 - val_loss: 1293.0887 - val_mean_squared_error: 1293.0887
Epoch 2/30
81/81 [==============================] - 6s 75ms/step - loss: 2033.4740 - mean_squared_error: 2033.4740 - val_loss: 359.0960 - val_mean_squared_error: 359.0960
Epoch 3/30
81/81 [==============================] - 5s 59ms/step - loss: 1203.2017 - mean_squared_error: 1203.2017 - val_loss: 338.7738 - val_mean_squared_error: 338.7738
Epoch 4/30
81/81 [==============================] - 4s 52ms/step - loss: 1072.8859 - mean_squared_error: 1072.8859 - val_loss: 7688.8198 - val_mean_squared_error: 7688.8198
Epoch 5/30
81/81 [==============================] - 4s 51ms/step - loss: 183.2176 - mean_squared_error: 183.2176 - val_loss: 3116.6973 - val_mean_squared_error: 3116.6973
Epoch 6/30
81/81 [==============================] - 4s 46ms/step - loss: 134.6708 - mean_squared_error: 134.6708 - val_loss: 1200.4448 - val_mean_squared_error: 1200.4448
Epoch 7/30
81/81 [==============================] - 4s 53ms/step - loss: 112.0392 - mean_squared_error: 112.0392 - val_loss: 248.9899 - val_mean_squared_error: 248.9899
Epoch 8/30
81/81 [==============================] - 4s 47ms/step - loss: 99.1932 - mean_squared_error: 99.1932 - val_loss: 28.7804 - val_mean_squared_error: 28.7804
Epoch 9/30
81/81 [==============================] - 4s 46ms/step - loss: 84.2222 - mean_squared_error: 84.2222 - val_loss: 39.9297 - val_mean_squared_error: 39.9297
Epoch 10/30
81/81 [==============================] - 4s 46ms/step - loss: 81.0439 - mean_squared_error: 81.0439 - val_loss: 26.2503 - val_mean_squared_error: 26.2503
Epoch 11/30
81/81 [==============================] - 4s 50ms/step - loss: 69.1423 - mean_squared_error: 69.1423 - val_loss: 29.8361 - val_mean_squared_error: 29.8361
Epoch 12/30
81/81 [==============================] - 4s 46ms/step - loss: 61.2865 - mean_squared_error: 61.2865 - val_loss: 48.8053 - val_mean_squared_error: 48.8053
Epoch 13/30
81/81 [==============================] - 4s 51ms/step - loss: 58.8850 - mean_squared_error: 58.8850 - val_loss: 95.1139 - val_mean_squared_error: 95.1139
Epoch 14/30
81/81 [==============================] - 4s 50ms/step - loss: 59.7681 - mean_squared_error: 59.7681 - val_loss: 33.4889 - val_mean_squared_error: 33.4889
Epoch 15/30
81/81 [==============================] - 4s 47ms/step - loss: 51.9125 - mean_squared_error: 51.9125 - val_loss: 28.7997 - val_mean_squared_error: 28.7997
Epoch 16/30
81/81 [==============================] - 4s 49ms/step - loss: 55.1047 - mean_squared_error: 55.1047 - val_loss: 25.6171 - val_mean_squared_error: 25.6171
Epoch 17/30
81/81 [==============================] - 4s 48ms/step - loss: 52.6925 - mean_squared_error: 52.6925 - val_loss: 32.3260 - val_mean_squared_error: 32.3260
Epoch 18/30
81/81 [==============================] - 4s 47ms/step - loss: 50.1433 - mean_squared_error: 50.1433 - val_loss: 26.4113 - val_mean_squared_error: 26.4113
Epoch 19/30
81/81 [==============================] - 4s 46ms/step - loss: 53.0452 - mean_squared_error: 53.0452 - val_loss: 38.9658 - val_mean_squared_error: 38.9658
Epoch 20/30
81/81 [==============================] - 4s 48ms/step - loss: 49.5292 - mean_squared_error: 49.5292 - val_loss: 27.2380 - val_mean_squared_error: 27.2380
Epoch 21/30
81/81 [==============================] - 4s 45ms/step - loss: 47.1826 - mean_squared_error: 47.1826 - val_loss: 51.9689 - val_mean_squared_error: 51.9689
Epoch 22/30
81/81 [==============================] - 4s 44ms/step - loss: 42.5202 - mean_squared_error: 42.5202 - val_loss: 23.6611 - val_mean_squared_error: 23.6611
Epoch 23/30
81/81 [==============================] - 4s 46ms/step - loss: 41.7717 - mean_squared_error: 41.7717 - val_loss: 33.2028 - val_mean_squared_error: 33.2028
Epoch 24/30
81/81 [==============================] - 4s 47ms/step - loss: 50.3718 - mean_squared_error: 50.3718 - val_loss: 38.1516 - val_mean_squared_error: 38.1516
Epoch 25/30
81/81 [==============================] - 4s 44ms/step - loss: 48.0862 - mean_squared_error: 48.0862 - val_loss: 30.1498 - val_mean_squared_error: 30.1498
Epoch 26/30
81/81 [==============================] - 4s 45ms/step - loss: 41.6838 - mean_squared_error: 41.6838 - val_loss: 32.1503 - val_mean_squared_error: 32.1503
Epoch 27/30
81/81 [==============================] - 4s 45ms/step - loss: 47.7470 - mean_squared_error: 47.7470 - val_loss: 31.9429 - val_mean_squared_error: 31.9429
Epoch 28/30
81/81 [==============================] - 4s 44ms/step - loss: 47.7080 - mean_squared_error: 47.7080 - val_loss: 25.4969 - val_mean_squared_error: 25.4969
Epoch 29/30
81/81 [==============================] - 4s 45ms/step - loss: 39.9207 - mean_squared_error: 39.9207 - val_loss: 34.1975 - val_mean_squared_error: 34.1975
Epoch 30/30
81/81 [==============================] - 4s 44ms/step - loss: 41.8907 - mean_squared_error: 41.8907 - val_loss: 28.1163 - val_mean_squared_error: 28.1163
2022-12-10 15:46:22.450023: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:46:22.643354: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:46:23.074797: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:46:23.521434: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.03615117309345103
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 15:46:28.114547: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:46:28.634092: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:46:29.306006: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:46:30.032289: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:46:31.666050: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:46:32.909155: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:46:34.197009: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4908.6440 - mean_squared_error: 4908.6440
2022-12-10 15:46:59.200749: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:46:59.345696: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:46:59.991476: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:47:00.694528: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 37s 353ms/step - loss: 4908.6440 - mean_squared_error: 4908.6440 - val_loss: 1705.4269 - val_mean_squared_error: 1705.4269
Epoch 2/30
81/81 [==============================] - 6s 72ms/step - loss: 2480.5251 - mean_squared_error: 2480.5251 - val_loss: 18.1553 - val_mean_squared_error: 18.1553
Epoch 3/30
81/81 [==============================] - 5s 64ms/step - loss: 1114.1130 - mean_squared_error: 1114.1130 - val_loss: 18.7912 - val_mean_squared_error: 18.7912
Epoch 4/30
81/81 [==============================] - 4s 53ms/step - loss: 607.9719 - mean_squared_error: 607.9719 - val_loss: 18.9627 - val_mean_squared_error: 18.9627
Epoch 5/30
81/81 [==============================] - 5s 61ms/step - loss: 587.4333 - mean_squared_error: 587.4333 - val_loss: 708.0946 - val_mean_squared_error: 708.0946
Epoch 6/30
81/81 [==============================] - 4s 50ms/step - loss: 575.1161 - mean_squared_error: 575.1161 - val_loss: 247.4705 - val_mean_squared_error: 247.4705
Epoch 7/30
81/81 [==============================] - 4s 50ms/step - loss: 571.4895 - mean_squared_error: 571.4895 - val_loss: 387.3384 - val_mean_squared_error: 387.3384
Epoch 8/30
81/81 [==============================] - 4s 52ms/step - loss: 553.7747 - mean_squared_error: 553.7747 - val_loss: 270.3376 - val_mean_squared_error: 270.3376
Epoch 9/30
81/81 [==============================] - 4s 50ms/step - loss: 569.1684 - mean_squared_error: 569.1684 - val_loss: 25.6413 - val_mean_squared_error: 25.6413
Epoch 10/30
81/81 [==============================] - 4s 51ms/step - loss: 560.1876 - mean_squared_error: 560.1876 - val_loss: 365.4979 - val_mean_squared_error: 365.4979
Epoch 11/30
81/81 [==============================] - 4s 48ms/step - loss: 392.5610 - mean_squared_error: 392.5610 - val_loss: 33.1354 - val_mean_squared_error: 33.1354
Epoch 12/30
81/81 [==============================] - 4s 48ms/step - loss: 257.4395 - mean_squared_error: 257.4395 - val_loss: 407.5898 - val_mean_squared_error: 407.5898
Epoch 13/30
81/81 [==============================] - 4s 49ms/step - loss: 175.6525 - mean_squared_error: 175.6525 - val_loss: 205.5169 - val_mean_squared_error: 205.5168
Epoch 14/30
81/81 [==============================] - 4s 49ms/step - loss: 135.6727 - mean_squared_error: 135.6727 - val_loss: 224.4260 - val_mean_squared_error: 224.4260
Epoch 15/30
81/81 [==============================] - 4s 50ms/step - loss: 106.5028 - mean_squared_error: 106.5028 - val_loss: 32.5607 - val_mean_squared_error: 32.5607
Epoch 16/30
81/81 [==============================] - 4s 48ms/step - loss: 104.2752 - mean_squared_error: 104.2752 - val_loss: 23.6866 - val_mean_squared_error: 23.6866
Epoch 17/30
81/81 [==============================] - 4s 47ms/step - loss: 90.3920 - mean_squared_error: 90.3920 - val_loss: 26.0070 - val_mean_squared_error: 26.0070
Epoch 18/30
81/81 [==============================] - 4s 49ms/step - loss: 90.7473 - mean_squared_error: 90.7473 - val_loss: 172.7758 - val_mean_squared_error: 172.7758
Epoch 19/30
81/81 [==============================] - 4s 47ms/step - loss: 84.1351 - mean_squared_error: 84.1351 - val_loss: 24.9142 - val_mean_squared_error: 24.9142
Epoch 20/30
81/81 [==============================] - 4s 47ms/step - loss: 74.7350 - mean_squared_error: 74.7350 - val_loss: 77.1752 - val_mean_squared_error: 77.1752
Epoch 21/30
81/81 [==============================] - 4s 48ms/step - loss: 67.4634 - mean_squared_error: 67.4634 - val_loss: 34.5630 - val_mean_squared_error: 34.5630
Epoch 22/30
81/81 [==============================] - 4s 47ms/step - loss: 66.1879 - mean_squared_error: 66.1879 - val_loss: 36.2822 - val_mean_squared_error: 36.2822
Epoch 23/30
81/81 [==============================] - 4s 48ms/step - loss: 62.8951 - mean_squared_error: 62.8951 - val_loss: 33.1082 - val_mean_squared_error: 33.1082
Epoch 24/30
81/81 [==============================] - 4s 48ms/step - loss: 53.4301 - mean_squared_error: 53.4301 - val_loss: 26.8980 - val_mean_squared_error: 26.8980
Epoch 25/30
81/81 [==============================] - 4s 47ms/step - loss: 50.5409 - mean_squared_error: 50.5409 - val_loss: 140.6625 - val_mean_squared_error: 140.6625
Epoch 26/30
81/81 [==============================] - 4s 47ms/step - loss: 57.2292 - mean_squared_error: 57.2292 - val_loss: 27.8456 - val_mean_squared_error: 27.8456
Epoch 27/30
81/81 [==============================] - 4s 49ms/step - loss: 65.8690 - mean_squared_error: 65.8690 - val_loss: 165.6058 - val_mean_squared_error: 165.6058
Epoch 28/30
81/81 [==============================] - 4s 50ms/step - loss: 58.6929 - mean_squared_error: 58.6929 - val_loss: 155.6431 - val_mean_squared_error: 155.6431
Epoch 29/30
81/81 [==============================] - 4s 48ms/step - loss: 47.3463 - mean_squared_error: 47.3463 - val_loss: 52.5518 - val_mean_squared_error: 52.5518
Epoch 30/30
81/81 [==============================] - 4s 47ms/step - loss: 42.9771 - mean_squared_error: 42.9771 - val_loss: 21.9437 - val_mean_squared_error: 21.9437
2022-12-10 15:49:02.002537: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:49:02.215961: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:49:02.725573: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:49:03.207137: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.12548801 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.15281651 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.18600112 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.07933631 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.07306191 ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.08951478 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 15:49:07.075912: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:49:07.603878: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:49:08.484476: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:49:09.189651: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:49:10.782791: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:49:12.110901: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:49:13.354773: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4698.8491 - mean_squared_error: 4698.8491
2022-12-10 15:49:39.351293: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:49:39.611549: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:49:40.324474: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:49:41.073698: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 39s 385ms/step - loss: 4698.8491 - mean_squared_error: 4698.8491 - val_loss: 3164.4348 - val_mean_squared_error: 3164.4348
Epoch 2/30
81/81 [==============================] - 5s 67ms/step - loss: 2004.4871 - mean_squared_error: 2004.4871 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 4s 49ms/step - loss: 1141.3352 - mean_squared_error: 1141.3352 - val_loss: 780.4791 - val_mean_squared_error: 780.4791
Epoch 4/30
81/81 [==============================] - 4s 55ms/step - loss: 1177.6826 - mean_squared_error: 1177.6826 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 5/30
81/81 [==============================] - 4s 50ms/step - loss: 629.0399 - mean_squared_error: 629.0399 - val_loss: 372.3444 - val_mean_squared_error: 372.3444
Epoch 6/30
81/81 [==============================] - 4s 46ms/step - loss: 391.2705 - mean_squared_error: 391.2705 - val_loss: 260.1981 - val_mean_squared_error: 260.1981
Epoch 7/30
81/81 [==============================] - 4s 49ms/step - loss: 379.2723 - mean_squared_error: 379.2723 - val_loss: 69.6253 - val_mean_squared_error: 69.6253
Epoch 8/30
81/81 [==============================] - 4s 47ms/step - loss: 355.2585 - mean_squared_error: 355.2585 - val_loss: 51.8265 - val_mean_squared_error: 51.8265
Epoch 9/30
81/81 [==============================] - 4s 51ms/step - loss: 301.8040 - mean_squared_error: 301.8040 - val_loss: 104.0452 - val_mean_squared_error: 104.0452
Epoch 10/30
81/81 [==============================] - 4s 49ms/step - loss: 295.0621 - mean_squared_error: 295.0621 - val_loss: 173.2845 - val_mean_squared_error: 173.2845
Epoch 11/30
81/81 [==============================] - 4s 45ms/step - loss: 290.0802 - mean_squared_error: 290.0802 - val_loss: 235.0015 - val_mean_squared_error: 235.0015
Epoch 12/30
81/81 [==============================] - 4s 45ms/step - loss: 282.9725 - mean_squared_error: 282.9725 - val_loss: 113.1820 - val_mean_squared_error: 113.1820
Epoch 13/30
81/81 [==============================] - 4s 49ms/step - loss: 280.7300 - mean_squared_error: 280.7300 - val_loss: 154.1862 - val_mean_squared_error: 154.1862
Epoch 14/30
81/81 [==============================] - 4s 44ms/step - loss: 268.3836 - mean_squared_error: 268.3836 - val_loss: 242.3743 - val_mean_squared_error: 242.3743
Epoch 15/30
81/81 [==============================] - 4s 45ms/step - loss: 272.1187 - mean_squared_error: 272.1187 - val_loss: 176.9147 - val_mean_squared_error: 176.9147
Epoch 16/30
81/81 [==============================] - 4s 46ms/step - loss: 230.6361 - mean_squared_error: 230.6361 - val_loss: 129.4677 - val_mean_squared_error: 129.4677
Epoch 17/30
81/81 [==============================] - 4s 45ms/step - loss: 267.0065 - mean_squared_error: 267.0065 - val_loss: 110.8684 - val_mean_squared_error: 110.8684
Epoch 18/30
81/81 [==============================] - 4s 46ms/step - loss: 246.2825 - mean_squared_error: 246.2825 - val_loss: 26.8081 - val_mean_squared_error: 26.8081
Epoch 19/30
81/81 [==============================] - 4s 43ms/step - loss: 246.9329 - mean_squared_error: 246.9329 - val_loss: 120.1844 - val_mean_squared_error: 120.1844
Epoch 20/30
81/81 [==============================] - 4s 44ms/step - loss: 278.1199 - mean_squared_error: 278.1199 - val_loss: 66.5726 - val_mean_squared_error: 66.5726
Epoch 21/30
81/81 [==============================] - 4s 45ms/step - loss: 258.7632 - mean_squared_error: 258.7632 - val_loss: 125.5922 - val_mean_squared_error: 125.5922
Epoch 22/30
81/81 [==============================] - 3s 43ms/step - loss: 226.6015 - mean_squared_error: 226.6015 - val_loss: 55.3497 - val_mean_squared_error: 55.3497
Epoch 23/30
81/81 [==============================] - 4s 46ms/step - loss: 250.3522 - mean_squared_error: 250.3522 - val_loss: 66.0968 - val_mean_squared_error: 66.0968
Epoch 24/30
81/81 [==============================] - 4s 44ms/step - loss: 219.1672 - mean_squared_error: 219.1672 - val_loss: 85.4971 - val_mean_squared_error: 85.4971
Epoch 25/30
81/81 [==============================] - 4s 46ms/step - loss: 226.3817 - mean_squared_error: 226.3817 - val_loss: 83.3057 - val_mean_squared_error: 83.3057
Epoch 26/30
81/81 [==============================] - 4s 45ms/step - loss: 265.7093 - mean_squared_error: 265.7093 - val_loss: 54.7913 - val_mean_squared_error: 54.7913
Epoch 27/30
81/81 [==============================] - 4s 44ms/step - loss: 245.0733 - mean_squared_error: 245.0733 - val_loss: 65.5749 - val_mean_squared_error: 65.5749
Epoch 28/30
81/81 [==============================] - 4s 44ms/step - loss: 250.5446 - mean_squared_error: 250.5446 - val_loss: 142.4973 - val_mean_squared_error: 142.4972
Epoch 29/30
81/81 [==============================] - 4s 44ms/step - loss: 251.9170 - mean_squared_error: 251.9170 - val_loss: 74.6872 - val_mean_squared_error: 74.6872
Epoch 30/30
81/81 [==============================] - 4s 43ms/step - loss: 245.1152 - mean_squared_error: 245.1152 - val_loss: 80.4141 - val_mean_squared_error: 80.4141
2022-12-10 15:51:35.162654: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:51:35.329747: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:51:35.805667: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:51:36.256932: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 48)
(286, 48)
Epoch 1/30
2022-12-10 15:51:40.934939: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:51:41.531643: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:51:42.495060: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:51:43.290076: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:51:45.720608: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:51:47.820536: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:51:49.660122: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4916.8828 - mean_squared_error: 4916.8828
2022-12-10 15:52:15.192279: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:52:15.354884: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:52:16.093721: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:52:16.811294: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 41s 379ms/step - loss: 4916.8828 - mean_squared_error: 4916.8828 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 6s 71ms/step - loss: 2733.6665 - mean_squared_error: 2733.6665 - val_loss: 425.5473 - val_mean_squared_error: 425.5473
Epoch 3/30
81/81 [==============================] - 5s 64ms/step - loss: 1130.3319 - mean_squared_error: 1130.3319 - val_loss: 1035.1667 - val_mean_squared_error: 1035.1667
Epoch 4/30
81/81 [==============================] - 5s 61ms/step - loss: 917.3182 - mean_squared_error: 917.3182 - val_loss: 1070.9462 - val_mean_squared_error: 1070.9462
Epoch 5/30
81/81 [==============================] - 4s 55ms/step - loss: 690.5833 - mean_squared_error: 690.5833 - val_loss: 3080.5674 - val_mean_squared_error: 3080.5674
Epoch 6/30
81/81 [==============================] - 4s 54ms/step - loss: 419.1827 - mean_squared_error: 419.1827 - val_loss: 449.6107 - val_mean_squared_error: 449.6107
Epoch 7/30
81/81 [==============================] - 5s 58ms/step - loss: 159.1605 - mean_squared_error: 159.1605 - val_loss: 26.6492 - val_mean_squared_error: 26.6492
Epoch 8/30
81/81 [==============================] - 4s 53ms/step - loss: 94.9360 - mean_squared_error: 94.9360 - val_loss: 37.8083 - val_mean_squared_error: 37.8083
Epoch 9/30
81/81 [==============================] - 4s 53ms/step - loss: 91.7527 - mean_squared_error: 91.7527 - val_loss: 40.7732 - val_mean_squared_error: 40.7732
Epoch 10/30
81/81 [==============================] - 5s 56ms/step - loss: 109.1559 - mean_squared_error: 109.1559 - val_loss: 21.6428 - val_mean_squared_error: 21.6428
Epoch 11/30
81/81 [==============================] - 4s 54ms/step - loss: 78.1771 - mean_squared_error: 78.1771 - val_loss: 18.4637 - val_mean_squared_error: 18.4637
Epoch 12/30
81/81 [==============================] - 4s 55ms/step - loss: 72.3277 - mean_squared_error: 72.3277 - val_loss: 37.4002 - val_mean_squared_error: 37.4002
Epoch 13/30
81/81 [==============================] - 4s 52ms/step - loss: 64.4838 - mean_squared_error: 64.4838 - val_loss: 22.7378 - val_mean_squared_error: 22.7378
Epoch 14/30
81/81 [==============================] - 4s 50ms/step - loss: 61.4914 - mean_squared_error: 61.4914 - val_loss: 28.8905 - val_mean_squared_error: 28.8905
Epoch 15/30
81/81 [==============================] - 4s 54ms/step - loss: 72.5407 - mean_squared_error: 72.5407 - val_loss: 33.8998 - val_mean_squared_error: 33.8998
Epoch 16/30
81/81 [==============================] - 4s 52ms/step - loss: 58.9719 - mean_squared_error: 58.9719 - val_loss: 37.1880 - val_mean_squared_error: 37.1880
Epoch 17/30
81/81 [==============================] - 4s 52ms/step - loss: 56.9674 - mean_squared_error: 56.9674 - val_loss: 77.0815 - val_mean_squared_error: 77.0815
Epoch 18/30
81/81 [==============================] - 4s 52ms/step - loss: 56.5318 - mean_squared_error: 56.5318 - val_loss: 29.8159 - val_mean_squared_error: 29.8159
Epoch 19/30
81/81 [==============================] - 4s 52ms/step - loss: 51.3519 - mean_squared_error: 51.3519 - val_loss: 91.0800 - val_mean_squared_error: 91.0800
Epoch 20/30
81/81 [==============================] - 4s 51ms/step - loss: 50.2933 - mean_squared_error: 50.2933 - val_loss: 64.9840 - val_mean_squared_error: 64.9840
Epoch 21/30
81/81 [==============================] - 4s 55ms/step - loss: 47.6899 - mean_squared_error: 47.6899 - val_loss: 148.9518 - val_mean_squared_error: 148.9518
Epoch 22/30
81/81 [==============================] - 4s 50ms/step - loss: 59.3247 - mean_squared_error: 59.3247 - val_loss: 55.8102 - val_mean_squared_error: 55.8102
Epoch 23/30
81/81 [==============================] - 4s 51ms/step - loss: 52.1081 - mean_squared_error: 52.1081 - val_loss: 23.7192 - val_mean_squared_error: 23.7192
Epoch 24/30
81/81 [==============================] - 4s 51ms/step - loss: 49.3173 - mean_squared_error: 49.3173 - val_loss: 141.4548 - val_mean_squared_error: 141.4548
Epoch 25/30
81/81 [==============================] - 8s 96ms/step - loss: 48.4547 - mean_squared_error: 48.4547 - val_loss: 100.4504 - val_mean_squared_error: 100.4504
Epoch 26/30
81/81 [==============================] - 4s 55ms/step - loss: 52.3425 - mean_squared_error: 52.3425 - val_loss: 46.4531 - val_mean_squared_error: 46.4531
Epoch 27/30
81/81 [==============================] - 4s 52ms/step - loss: 50.9894 - mean_squared_error: 50.9894 - val_loss: 80.8788 - val_mean_squared_error: 80.8788
Epoch 28/30
81/81 [==============================] - 4s 52ms/step - loss: 59.3205 - mean_squared_error: 59.3205 - val_loss: 64.1686 - val_mean_squared_error: 64.1686
Epoch 29/30
81/81 [==============================] - 4s 52ms/step - loss: 43.7521 - mean_squared_error: 43.7521 - val_loss: 88.3803 - val_mean_squared_error: 88.3803
Epoch 30/30
81/81 [==============================] - 4s 53ms/step - loss: 43.7306 - mean_squared_error: 43.7306 - val_loss: 88.2152 - val_mean_squared_error: 88.2152
2022-12-10 15:54:31.824008: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:54:32.013047: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:54:32.732326: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:54:33.467623: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 15:54:38.565838: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:54:39.195251: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:54:40.295832: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:54:41.477042: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:54:44.159205: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:54:46.344898: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:54:48.391669: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4654.5874 - mean_squared_error: 4654.5874
2022-12-10 15:55:17.394104: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:55:17.655474: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:55:18.156576: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:55:18.928318: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 46s 420ms/step - loss: 4654.5874 - mean_squared_error: 4654.5874 - val_loss: 1151.2290 - val_mean_squared_error: 1151.2290
Epoch 2/30
81/81 [==============================] - 5s 66ms/step - loss: 2180.6018 - mean_squared_error: 2180.6018 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 4s 52ms/step - loss: 1613.2944 - mean_squared_error: 1613.2944 - val_loss: 233.2622 - val_mean_squared_error: 233.2622
Epoch 4/30
81/81 [==============================] - 5s 64ms/step - loss: 899.6889 - mean_squared_error: 899.6889 - val_loss: 220.8998 - val_mean_squared_error: 220.8998
Epoch 5/30
81/81 [==============================] - 4s 54ms/step - loss: 492.0671 - mean_squared_error: 492.0671 - val_loss: 47.4174 - val_mean_squared_error: 47.4174
Epoch 6/30
81/81 [==============================] - 4s 47ms/step - loss: 444.4696 - mean_squared_error: 444.4696 - val_loss: 67.0836 - val_mean_squared_error: 67.0836
Epoch 7/30
81/81 [==============================] - 4s 52ms/step - loss: 382.6216 - mean_squared_error: 382.6216 - val_loss: 56.1063 - val_mean_squared_error: 56.1063
Epoch 8/30
81/81 [==============================] - 4s 47ms/step - loss: 355.6715 - mean_squared_error: 355.6715 - val_loss: 270.1168 - val_mean_squared_error: 270.1168
Epoch 9/30
81/81 [==============================] - 4s 47ms/step - loss: 278.2937 - mean_squared_error: 278.2937 - val_loss: 101.7557 - val_mean_squared_error: 101.7557
Epoch 10/30
81/81 [==============================] - 4s 47ms/step - loss: 227.6124 - mean_squared_error: 227.6124 - val_loss: 394.6105 - val_mean_squared_error: 394.6105
Epoch 11/30
81/81 [==============================] - 4s 50ms/step - loss: 80.2859 - mean_squared_error: 80.2859 - val_loss: 175.7719 - val_mean_squared_error: 175.7719
Epoch 12/30
81/81 [==============================] - 4s 44ms/step - loss: 78.5732 - mean_squared_error: 78.5732 - val_loss: 272.6947 - val_mean_squared_error: 272.6947
Epoch 13/30
81/81 [==============================] - 4s 44ms/step - loss: 73.4281 - mean_squared_error: 73.4281 - val_loss: 58.5719 - val_mean_squared_error: 58.5719
Epoch 14/30
81/81 [==============================] - 4s 45ms/step - loss: 58.6254 - mean_squared_error: 58.6254 - val_loss: 75.8803 - val_mean_squared_error: 75.8803
Epoch 15/30
81/81 [==============================] - 4s 48ms/step - loss: 61.2300 - mean_squared_error: 61.2300 - val_loss: 72.1708 - val_mean_squared_error: 72.1708
Epoch 16/30
81/81 [==============================] - 4s 45ms/step - loss: 51.4684 - mean_squared_error: 51.4684 - val_loss: 54.5898 - val_mean_squared_error: 54.5898
Epoch 17/30
81/81 [==============================] - 4s 45ms/step - loss: 56.5195 - mean_squared_error: 56.5195 - val_loss: 20.6308 - val_mean_squared_error: 20.6308
Epoch 18/30
81/81 [==============================] - 4s 45ms/step - loss: 46.0093 - mean_squared_error: 46.0093 - val_loss: 33.3502 - val_mean_squared_error: 33.3502
Epoch 19/30
81/81 [==============================] - 4s 43ms/step - loss: 52.0039 - mean_squared_error: 52.0039 - val_loss: 18.8991 - val_mean_squared_error: 18.8991
Epoch 20/30
81/81 [==============================] - 4s 43ms/step - loss: 41.7473 - mean_squared_error: 41.7473 - val_loss: 19.7364 - val_mean_squared_error: 19.7364
Epoch 21/30
81/81 [==============================] - 4s 43ms/step - loss: 49.6328 - mean_squared_error: 49.6328 - val_loss: 17.3528 - val_mean_squared_error: 17.3528
Epoch 22/30
81/81 [==============================] - 4s 44ms/step - loss: 55.5169 - mean_squared_error: 55.5169 - val_loss: 15.8559 - val_mean_squared_error: 15.8559
Epoch 23/30
81/81 [==============================] - 3s 43ms/step - loss: 49.3825 - mean_squared_error: 49.3825 - val_loss: 21.6975 - val_mean_squared_error: 21.6975
Epoch 24/30
81/81 [==============================] - 4s 44ms/step - loss: 45.6942 - mean_squared_error: 45.6942 - val_loss: 28.5125 - val_mean_squared_error: 28.5125
Epoch 25/30
81/81 [==============================] - 3s 43ms/step - loss: 42.1214 - mean_squared_error: 42.1214 - val_loss: 22.1249 - val_mean_squared_error: 22.1249
Epoch 26/30
81/81 [==============================] - 4s 45ms/step - loss: 45.8275 - mean_squared_error: 45.8275 - val_loss: 28.7410 - val_mean_squared_error: 28.7410
Epoch 27/30
81/81 [==============================] - 3s 43ms/step - loss: 45.8091 - mean_squared_error: 45.8091 - val_loss: 28.3694 - val_mean_squared_error: 28.3694
Epoch 28/30
81/81 [==============================] - 3s 43ms/step - loss: 43.5198 - mean_squared_error: 43.5198 - val_loss: 27.7856 - val_mean_squared_error: 27.7856
Epoch 29/30
81/81 [==============================] - 4s 44ms/step - loss: 43.5010 - mean_squared_error: 43.5010 - val_loss: 22.7079 - val_mean_squared_error: 22.7079
Epoch 30/30
81/81 [==============================] - 4s 44ms/step - loss: 43.1892 - mean_squared_error: 43.1892 - val_loss: 24.0363 - val_mean_squared_error: 24.0363
2022-12-10 15:57:14.278682: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:57:14.460774: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:57:15.214789: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:57:15.950066: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 15:57:21.154914: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:57:21.901926: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:57:22.713346: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:57:23.672066: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:57:26.359503: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:57:28.522172: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:57:30.753791: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4754.6763 - mean_squared_error: 4754.6763
2022-12-10 15:58:02.623293: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:58:02.880468: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:58:03.363738: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 15:58:03.825081: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 49s 452ms/step - loss: 4754.6763 - mean_squared_error: 4754.6763 - val_loss: 685.8986 - val_mean_squared_error: 685.8986
Epoch 2/30
81/81 [==============================] - 6s 71ms/step - loss: 2355.3479 - mean_squared_error: 2355.3479 - val_loss: 195.7892 - val_mean_squared_error: 195.7892
Epoch 3/30
81/81 [==============================] - 5s 66ms/step - loss: 1112.4304 - mean_squared_error: 1112.4304 - val_loss: 1558.4247 - val_mean_squared_error: 1558.4247
Epoch 4/30
81/81 [==============================] - 4s 52ms/step - loss: 536.3861 - mean_squared_error: 536.3861 - val_loss: 1000.9683 - val_mean_squared_error: 1000.9683
Epoch 5/30
81/81 [==============================] - 4s 50ms/step - loss: 290.0121 - mean_squared_error: 290.0121 - val_loss: 1405.7983 - val_mean_squared_error: 1405.7983
Epoch 6/30
81/81 [==============================] - 4s 50ms/step - loss: 86.8647 - mean_squared_error: 86.8647 - val_loss: 549.8829 - val_mean_squared_error: 549.8829
Epoch 7/30
81/81 [==============================] - 4s 51ms/step - loss: 72.5030 - mean_squared_error: 72.5030 - val_loss: 100.5186 - val_mean_squared_error: 100.5186
Epoch 8/30
81/81 [==============================] - 4s 48ms/step - loss: 67.2883 - mean_squared_error: 67.2883 - val_loss: 533.6897 - val_mean_squared_error: 533.6897
Epoch 9/30
81/81 [==============================] - 4s 48ms/step - loss: 60.7533 - mean_squared_error: 60.7533 - val_loss: 284.6369 - val_mean_squared_error: 284.6369
Epoch 10/30
81/81 [==============================] - 4s 47ms/step - loss: 61.9286 - mean_squared_error: 61.9286 - val_loss: 184.3611 - val_mean_squared_error: 184.3611
Epoch 11/30
81/81 [==============================] - 4s 46ms/step - loss: 63.7310 - mean_squared_error: 63.7310 - val_loss: 201.7518 - val_mean_squared_error: 201.7518
Epoch 12/30
81/81 [==============================] - 4s 47ms/step - loss: 54.5964 - mean_squared_error: 54.5964 - val_loss: 185.1345 - val_mean_squared_error: 185.1345
Epoch 13/30
81/81 [==============================] - 4s 45ms/step - loss: 52.6697 - mean_squared_error: 52.6697 - val_loss: 437.1927 - val_mean_squared_error: 437.1926
Epoch 14/30
81/81 [==============================] - 4s 45ms/step - loss: 57.6631 - mean_squared_error: 57.6631 - val_loss: 215.2809 - val_mean_squared_error: 215.2809
Epoch 15/30
81/81 [==============================] - 4s 48ms/step - loss: 49.5247 - mean_squared_error: 49.5247 - val_loss: 153.9749 - val_mean_squared_error: 153.9749
Epoch 16/30
81/81 [==============================] - 4s 45ms/step - loss: 47.3092 - mean_squared_error: 47.3092 - val_loss: 93.8581 - val_mean_squared_error: 93.8581
Epoch 17/30
81/81 [==============================] - 4s 46ms/step - loss: 46.7367 - mean_squared_error: 46.7367 - val_loss: 293.3705 - val_mean_squared_error: 293.3705
Epoch 18/30
81/81 [==============================] - 4s 47ms/step - loss: 46.2007 - mean_squared_error: 46.2007 - val_loss: 535.3334 - val_mean_squared_error: 535.3334
Epoch 19/30
81/81 [==============================] - 4s 47ms/step - loss: 42.7044 - mean_squared_error: 42.7044 - val_loss: 101.2585 - val_mean_squared_error: 101.2585
Epoch 20/30
81/81 [==============================] - 4s 44ms/step - loss: 47.1714 - mean_squared_error: 47.1714 - val_loss: 300.1411 - val_mean_squared_error: 300.1411
Epoch 21/30
81/81 [==============================] - 4s 46ms/step - loss: 47.5054 - mean_squared_error: 47.5054 - val_loss: 67.1352 - val_mean_squared_error: 67.1352
Epoch 22/30
81/81 [==============================] - 4s 48ms/step - loss: 46.1384 - mean_squared_error: 46.1384 - val_loss: 86.1592 - val_mean_squared_error: 86.1592
Epoch 23/30
81/81 [==============================] - 4s 45ms/step - loss: 47.0828 - mean_squared_error: 47.0828 - val_loss: 190.1449 - val_mean_squared_error: 190.1448
Epoch 24/30
81/81 [==============================] - 4s 45ms/step - loss: 46.5644 - mean_squared_error: 46.5644 - val_loss: 48.8618 - val_mean_squared_error: 48.8618
Epoch 25/30
81/81 [==============================] - 4s 44ms/step - loss: 42.8938 - mean_squared_error: 42.8938 - val_loss: 51.8554 - val_mean_squared_error: 51.8554
Epoch 26/30
81/81 [==============================] - 4s 45ms/step - loss: 38.3066 - mean_squared_error: 38.3066 - val_loss: 26.6149 - val_mean_squared_error: 26.6149
Epoch 27/30
81/81 [==============================] - 4s 44ms/step - loss: 40.0848 - mean_squared_error: 40.0848 - val_loss: 11.7504 - val_mean_squared_error: 11.7504
Epoch 28/30
81/81 [==============================] - 4s 44ms/step - loss: 38.1139 - mean_squared_error: 38.1139 - val_loss: 48.5449 - val_mean_squared_error: 48.5449
Epoch 29/30
81/81 [==============================] - 4s 47ms/step - loss: 38.0673 - mean_squared_error: 38.0673 - val_loss: 366.7303 - val_mean_squared_error: 366.7303
Epoch 30/30
81/81 [==============================] - 4s 43ms/step - loss: 36.2178 - mean_squared_error: 36.2178 - val_loss: 206.9094 - val_mean_squared_error: 206.9094
2022-12-10 16:00:01.327321: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:00:01.553978: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:00:02.238869: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:00:02.974488: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx :  3
best_solution :  [0 1 1 1 1 0 1 1 0 0 0 0 1 0 1 1 0 1 0 0 0 0 1 0 0 1 0 0 1 0 0 1 0 1 1 1 1
 1 1 0 0 1 0 0 0 1 0 0 0 1 1 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 1 1 1 0 0 1 1
 0 0 0 0 1 1 0]
Selected indices :  [ 1  2  3  4  6  7 12 14 15 17 22 25 28 31 33 34 35 36 37 38 41 45 49 50
 58 59 60 61 62 67 68 69 72 73 78 79]
Number of selected elements :  36
Best solution fitness :  0.029939565732630083
Generation:  10
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 16:00:09.454216: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:00:10.050730: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:00:11.111180: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:00:12.285377: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:00:14.904052: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:00:16.943016: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:00:18.986306: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4785.6401 - mean_squared_error: 4785.6401
2022-12-10 16:00:52.501201: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:00:52.723149: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:00:53.359853: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:00:53.886984: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 51s 479ms/step - loss: 4785.6401 - mean_squared_error: 4785.6401 - val_loss: 774.9288 - val_mean_squared_error: 774.9288
Epoch 2/30
81/81 [==============================] - 6s 70ms/step - loss: 2661.4875 - mean_squared_error: 2661.4875 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 5s 65ms/step - loss: 1083.1375 - mean_squared_error: 1083.1375 - val_loss: 1454.3563 - val_mean_squared_error: 1454.3563
Epoch 4/30
81/81 [==============================] - 5s 64ms/step - loss: 393.9034 - mean_squared_error: 393.9034 - val_loss: 20.1218 - val_mean_squared_error: 20.1218
Epoch 5/30
81/81 [==============================] - 4s 53ms/step - loss: 113.4973 - mean_squared_error: 113.4973 - val_loss: 143.4619 - val_mean_squared_error: 143.4619
Epoch 6/30
81/81 [==============================] - 4s 51ms/step - loss: 87.9346 - mean_squared_error: 87.9346 - val_loss: 254.8588 - val_mean_squared_error: 254.8588
Epoch 7/30
81/81 [==============================] - 4s 54ms/step - loss: 79.6518 - mean_squared_error: 79.6518 - val_loss: 383.5601 - val_mean_squared_error: 383.5601
Epoch 8/30
81/81 [==============================] - 4s 53ms/step - loss: 68.4105 - mean_squared_error: 68.4105 - val_loss: 83.0004 - val_mean_squared_error: 83.0004
Epoch 9/30
81/81 [==============================] - 4s 49ms/step - loss: 71.2546 - mean_squared_error: 71.2546 - val_loss: 143.1345 - val_mean_squared_error: 143.1345
Epoch 10/30
81/81 [==============================] - 4s 52ms/step - loss: 69.8963 - mean_squared_error: 69.8963 - val_loss: 41.6640 - val_mean_squared_error: 41.6640
Epoch 11/30
81/81 [==============================] - 4s 53ms/step - loss: 60.8620 - mean_squared_error: 60.8620 - val_loss: 33.9546 - val_mean_squared_error: 33.9546
Epoch 12/30
81/81 [==============================] - 4s 51ms/step - loss: 66.6414 - mean_squared_error: 66.6414 - val_loss: 122.1417 - val_mean_squared_error: 122.1417
Epoch 13/30
81/81 [==============================] - 4s 50ms/step - loss: 59.3356 - mean_squared_error: 59.3356 - val_loss: 118.0811 - val_mean_squared_error: 118.0811
Epoch 14/30
81/81 [==============================] - 4s 47ms/step - loss: 57.0536 - mean_squared_error: 57.0536 - val_loss: 28.4051 - val_mean_squared_error: 28.4051
Epoch 15/30
81/81 [==============================] - 4s 51ms/step - loss: 58.8619 - mean_squared_error: 58.8619 - val_loss: 50.8400 - val_mean_squared_error: 50.8400
Epoch 16/30
81/81 [==============================] - 4s 47ms/step - loss: 58.4923 - mean_squared_error: 58.4923 - val_loss: 41.1348 - val_mean_squared_error: 41.1348
Epoch 17/30
81/81 [==============================] - 4s 49ms/step - loss: 57.5971 - mean_squared_error: 57.5971 - val_loss: 32.0729 - val_mean_squared_error: 32.0729
Epoch 18/30
81/81 [==============================] - 4s 51ms/step - loss: 52.4363 - mean_squared_error: 52.4363 - val_loss: 50.8928 - val_mean_squared_error: 50.8928
Epoch 19/30
81/81 [==============================] - 4s 47ms/step - loss: 52.7855 - mean_squared_error: 52.7855 - val_loss: 26.9348 - val_mean_squared_error: 26.9348
Epoch 20/30
81/81 [==============================] - 4s 46ms/step - loss: 62.6125 - mean_squared_error: 62.6125 - val_loss: 34.4786 - val_mean_squared_error: 34.4786
Epoch 21/30
81/81 [==============================] - 4s 50ms/step - loss: 55.1633 - mean_squared_error: 55.1633 - val_loss: 95.9083 - val_mean_squared_error: 95.9083
Epoch 22/30
81/81 [==============================] - 4s 48ms/step - loss: 48.0249 - mean_squared_error: 48.0249 - val_loss: 16.0133 - val_mean_squared_error: 16.0133
Epoch 23/30
81/81 [==============================] - 4s 49ms/step - loss: 46.0386 - mean_squared_error: 46.0386 - val_loss: 20.1576 - val_mean_squared_error: 20.1576
Epoch 24/30
81/81 [==============================] - 4s 48ms/step - loss: 50.8207 - mean_squared_error: 50.8207 - val_loss: 18.8584 - val_mean_squared_error: 18.8584
Epoch 25/30
81/81 [==============================] - 4s 46ms/step - loss: 49.4415 - mean_squared_error: 49.4415 - val_loss: 16.5455 - val_mean_squared_error: 16.5455
Epoch 26/30
81/81 [==============================] - 4s 48ms/step - loss: 42.8631 - mean_squared_error: 42.8631 - val_loss: 23.8888 - val_mean_squared_error: 23.8888
Epoch 27/30
81/81 [==============================] - 4s 47ms/step - loss: 42.8937 - mean_squared_error: 42.8937 - val_loss: 27.2332 - val_mean_squared_error: 27.2332
Epoch 28/30
81/81 [==============================] - 4s 47ms/step - loss: 44.3636 - mean_squared_error: 44.3636 - val_loss: 31.6662 - val_mean_squared_error: 31.6662
Epoch 29/30
81/81 [==============================] - 4s 50ms/step - loss: 43.1392 - mean_squared_error: 43.1392 - val_loss: 39.7917 - val_mean_squared_error: 39.7917
Epoch 30/30
81/81 [==============================] - 4s 49ms/step - loss: 47.5086 - mean_squared_error: 47.5086 - val_loss: 21.2111 - val_mean_squared_error: 21.2111
2022-12-10 16:02:59.371573: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:02:59.620083: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:03:00.355474: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:03:01.163346: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.12548801 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.15281651 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.18600112 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.07933631 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.07306191 ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.08951478 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 16:03:06.892786: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:03:07.634403: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:03:08.572233: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:03:09.932175: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:03:11.673176: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:03:13.126677: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:03:14.679059: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4669.9292 - mean_squared_error: 4669.9292
2022-12-10 16:03:48.714030: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:03:48.913854: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:03:49.608819: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:03:50.103098: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 49s 483ms/step - loss: 4669.9292 - mean_squared_error: 4669.9292 - val_loss: 1602.4352 - val_mean_squared_error: 1602.4352
Epoch 2/30
81/81 [==============================] - 6s 76ms/step - loss: 1810.1145 - mean_squared_error: 1810.1145 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 4s 52ms/step - loss: 1617.0814 - mean_squared_error: 1617.0814 - val_loss: 85.1824 - val_mean_squared_error: 85.1824
Epoch 4/30
81/81 [==============================] - 5s 59ms/step - loss: 1043.3561 - mean_squared_error: 1043.3561 - val_loss: 511.4475 - val_mean_squared_error: 511.4475
Epoch 5/30
81/81 [==============================] - 4s 48ms/step - loss: 660.5453 - mean_squared_error: 660.5453 - val_loss: 318.4094 - val_mean_squared_error: 318.4094
Epoch 6/30
81/81 [==============================] - 4s 52ms/step - loss: 689.3727 - mean_squared_error: 689.3727 - val_loss: 759.3046 - val_mean_squared_error: 759.3046
Epoch 7/30
81/81 [==============================] - 4s 52ms/step - loss: 337.6694 - mean_squared_error: 337.6694 - val_loss: 130.6026 - val_mean_squared_error: 130.6026
Epoch 8/30
81/81 [==============================] - 4s 51ms/step - loss: 303.6082 - mean_squared_error: 303.6082 - val_loss: 50.2085 - val_mean_squared_error: 50.2084
Epoch 9/30
81/81 [==============================] - 4s 50ms/step - loss: 274.8868 - mean_squared_error: 274.8868 - val_loss: 56.7679 - val_mean_squared_error: 56.7679
Epoch 10/30
81/81 [==============================] - 4s 46ms/step - loss: 284.0057 - mean_squared_error: 284.0057 - val_loss: 45.0377 - val_mean_squared_error: 45.0377
Epoch 11/30
81/81 [==============================] - 4s 47ms/step - loss: 242.2698 - mean_squared_error: 242.2698 - val_loss: 51.9912 - val_mean_squared_error: 51.9912
Epoch 12/30
81/81 [==============================] - 4s 46ms/step - loss: 260.0073 - mean_squared_error: 260.0073 - val_loss: 104.0766 - val_mean_squared_error: 104.0766
Epoch 13/30
81/81 [==============================] - 4s 48ms/step - loss: 242.4598 - mean_squared_error: 242.4598 - val_loss: 103.1605 - val_mean_squared_error: 103.1605
Epoch 14/30
81/81 [==============================] - 4s 47ms/step - loss: 261.5032 - mean_squared_error: 261.5032 - val_loss: 104.5087 - val_mean_squared_error: 104.5087
Epoch 15/30
81/81 [==============================] - 4s 44ms/step - loss: 265.8907 - mean_squared_error: 265.8907 - val_loss: 55.8745 - val_mean_squared_error: 55.8745
Epoch 16/30
81/81 [==============================] - 4s 46ms/step - loss: 236.6019 - mean_squared_error: 236.6019 - val_loss: 88.7203 - val_mean_squared_error: 88.7202
Epoch 17/30
81/81 [==============================] - 3s 43ms/step - loss: 234.3807 - mean_squared_error: 234.3807 - val_loss: 100.2318 - val_mean_squared_error: 100.2318
Epoch 18/30
81/81 [==============================] - 4s 44ms/step - loss: 249.6693 - mean_squared_error: 249.6693 - val_loss: 37.1297 - val_mean_squared_error: 37.1297
Epoch 19/30
81/81 [==============================] - 4s 46ms/step - loss: 264.0207 - mean_squared_error: 264.0207 - val_loss: 43.2165 - val_mean_squared_error: 43.2165
Epoch 20/30
81/81 [==============================] - 4s 44ms/step - loss: 258.4751 - mean_squared_error: 258.4751 - val_loss: 58.8611 - val_mean_squared_error: 58.8611
Epoch 21/30
81/81 [==============================] - 4s 43ms/step - loss: 243.2944 - mean_squared_error: 243.2944 - val_loss: 40.8085 - val_mean_squared_error: 40.8085
Epoch 22/30
81/81 [==============================] - 4s 44ms/step - loss: 239.0620 - mean_squared_error: 239.0620 - val_loss: 63.3180 - val_mean_squared_error: 63.3180
Epoch 23/30
81/81 [==============================] - 4s 46ms/step - loss: 238.8015 - mean_squared_error: 238.8015 - val_loss: 18.6528 - val_mean_squared_error: 18.6528
Epoch 24/30
81/81 [==============================] - 4s 47ms/step - loss: 230.3390 - mean_squared_error: 230.3390 - val_loss: 41.9800 - val_mean_squared_error: 41.9800
Epoch 25/30
81/81 [==============================] - 4s 45ms/step - loss: 226.1212 - mean_squared_error: 226.1212 - val_loss: 19.3419 - val_mean_squared_error: 19.3419
Epoch 26/30
81/81 [==============================] - 4s 44ms/step - loss: 238.6765 - mean_squared_error: 238.6765 - val_loss: 21.2365 - val_mean_squared_error: 21.2365
Epoch 27/30
81/81 [==============================] - 4s 45ms/step - loss: 267.0522 - mean_squared_error: 267.0522 - val_loss: 33.8121 - val_mean_squared_error: 33.8121
Epoch 28/30
81/81 [==============================] - 3s 43ms/step - loss: 235.6502 - mean_squared_error: 235.6502 - val_loss: 21.8025 - val_mean_squared_error: 21.8025
Epoch 29/30
81/81 [==============================] - 4s 44ms/step - loss: 216.5558 - mean_squared_error: 216.5558 - val_loss: 56.1688 - val_mean_squared_error: 56.1688
Epoch 30/30
81/81 [==============================] - 3s 43ms/step - loss: 243.1754 - mean_squared_error: 243.1754 - val_loss: 91.9355 - val_mean_squared_error: 91.9355
2022-12-10 16:05:46.979723: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:05:47.156762: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:05:47.873079: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:05:48.585840: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447  0.74288006 0.18225377 ... 0.         0.         0.        ]
 [0.6737802  0.73846771 0.19041704 ... 0.         0.         0.        ]
 [0.65978331 0.74087445 0.18030169 ... 0.         0.         0.        ]
 ...
 [0.99012252 0.68351384 0.07808341 ... 0.         0.         0.        ]
 [1.         0.71099077 0.0743567  ... 0.         0.         0.        ]
 [0.99225423 0.72482952 0.07488909 ... 0.         0.         0.        ]]
(2577, 48)
(286, 48)
Epoch 1/30
2022-12-10 16:05:54.715744: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:05:55.290139: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:05:56.474837: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:05:57.675736: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:06:00.365155: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:06:02.445053: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:06:04.538475: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4751.8271 - mean_squared_error: 4751.8271
2022-12-10 16:06:41.069898: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:06:41.255957: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:06:42.010309: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:06:42.751150: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 54s 523ms/step - loss: 4751.8271 - mean_squared_error: 4751.8271 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 6s 74ms/step - loss: 2341.7710 - mean_squared_error: 2341.7710 - val_loss: 671.2172 - val_mean_squared_error: 671.2172
Epoch 3/30
81/81 [==============================] - 6s 68ms/step - loss: 1378.5499 - mean_squared_error: 1378.5499 - val_loss: 1881.3108 - val_mean_squared_error: 1881.3108
Epoch 4/30
81/81 [==============================] - 5s 60ms/step - loss: 957.8735 - mean_squared_error: 957.8735 - val_loss: 1543.9614 - val_mean_squared_error: 1543.9613
Epoch 5/30
81/81 [==============================] - 5s 57ms/step - loss: 673.7831 - mean_squared_error: 673.7831 - val_loss: 635.7788 - val_mean_squared_error: 635.7788
Epoch 6/30
81/81 [==============================] - 4s 53ms/step - loss: 256.2961 - mean_squared_error: 256.2961 - val_loss: 430.3865 - val_mean_squared_error: 430.3865
Epoch 7/30
81/81 [==============================] - 5s 64ms/step - loss: 111.3184 - mean_squared_error: 111.3184 - val_loss: 19.9880 - val_mean_squared_error: 19.9880
Epoch 8/30
81/81 [==============================] - 4s 55ms/step - loss: 93.9971 - mean_squared_error: 93.9971 - val_loss: 117.9400 - val_mean_squared_error: 117.9400
Epoch 9/30
81/81 [==============================] - 4s 53ms/step - loss: 87.7172 - mean_squared_error: 87.7172 - val_loss: 37.5936 - val_mean_squared_error: 37.5936
Epoch 10/30
81/81 [==============================] - 4s 56ms/step - loss: 86.2760 - mean_squared_error: 86.2760 - val_loss: 194.5382 - val_mean_squared_error: 194.5382
Epoch 11/30
81/81 [==============================] - 4s 50ms/step - loss: 74.1027 - mean_squared_error: 74.1027 - val_loss: 29.9968 - val_mean_squared_error: 29.9968
Epoch 12/30
81/81 [==============================] - 4s 52ms/step - loss: 62.7113 - mean_squared_error: 62.7113 - val_loss: 32.3186 - val_mean_squared_error: 32.3186
Epoch 13/30
81/81 [==============================] - 4s 52ms/step - loss: 60.3608 - mean_squared_error: 60.3608 - val_loss: 64.4058 - val_mean_squared_error: 64.4058
Epoch 14/30
81/81 [==============================] - 4s 52ms/step - loss: 60.3904 - mean_squared_error: 60.3904 - val_loss: 126.0668 - val_mean_squared_error: 126.0668
Epoch 15/30
81/81 [==============================] - 4s 53ms/step - loss: 60.5702 - mean_squared_error: 60.5702 - val_loss: 110.3663 - val_mean_squared_error: 110.3663
Epoch 16/30
81/81 [==============================] - 4s 51ms/step - loss: 56.3029 - mean_squared_error: 56.3029 - val_loss: 120.5035 - val_mean_squared_error: 120.5035
Epoch 17/30
81/81 [==============================] - 4s 50ms/step - loss: 54.5783 - mean_squared_error: 54.5783 - val_loss: 100.2164 - val_mean_squared_error: 100.2164
Epoch 18/30
81/81 [==============================] - 4s 54ms/step - loss: 58.3461 - mean_squared_error: 58.3461 - val_loss: 290.6564 - val_mean_squared_error: 290.6563
Epoch 19/30
81/81 [==============================] - 4s 50ms/step - loss: 49.7153 - mean_squared_error: 49.7153 - val_loss: 54.0753 - val_mean_squared_error: 54.0753
Epoch 20/30
81/81 [==============================] - 4s 51ms/step - loss: 50.9357 - mean_squared_error: 50.9357 - val_loss: 69.5699 - val_mean_squared_error: 69.5699
Epoch 21/30
81/81 [==============================] - 4s 51ms/step - loss: 47.9337 - mean_squared_error: 47.9337 - val_loss: 102.1658 - val_mean_squared_error: 102.1658
Epoch 22/30
81/81 [==============================] - 4s 51ms/step - loss: 50.9540 - mean_squared_error: 50.9540 - val_loss: 138.5194 - val_mean_squared_error: 138.5194
Epoch 23/30
81/81 [==============================] - 5s 56ms/step - loss: 50.2596 - mean_squared_error: 50.2596 - val_loss: 31.1108 - val_mean_squared_error: 31.1108
Epoch 24/30
81/81 [==============================] - 4s 54ms/step - loss: 46.3372 - mean_squared_error: 46.3372 - val_loss: 68.0721 - val_mean_squared_error: 68.0721
Epoch 25/30
81/81 [==============================] - 4s 50ms/step - loss: 45.6397 - mean_squared_error: 45.6397 - val_loss: 173.7353 - val_mean_squared_error: 173.7352
Epoch 26/30
81/81 [==============================] - 4s 51ms/step - loss: 48.4187 - mean_squared_error: 48.4187 - val_loss: 74.2183 - val_mean_squared_error: 74.2183
Epoch 27/30
81/81 [==============================] - 4s 49ms/step - loss: 51.2749 - mean_squared_error: 51.2749 - val_loss: 85.3581 - val_mean_squared_error: 85.3581
Epoch 28/30
81/81 [==============================] - 4s 50ms/step - loss: 45.6414 - mean_squared_error: 45.6414 - val_loss: 93.6433 - val_mean_squared_error: 93.6433
Epoch 29/30
81/81 [==============================] - 4s 49ms/step - loss: 40.0525 - mean_squared_error: 40.0525 - val_loss: 80.5994 - val_mean_squared_error: 80.5994
Epoch 30/30
81/81 [==============================] - 4s 49ms/step - loss: 50.8735 - mean_squared_error: 50.8735 - val_loss: 255.1892 - val_mean_squared_error: 255.1892
2022-12-10 16:08:54.587399: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:08:54.742579: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:08:55.491169: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:08:56.247740: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 16:09:02.518039: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:09:03.147303: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:09:04.295317: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:09:05.519818: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:09:08.271960: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:09:10.347394: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:09:12.468035: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4775.1440 - mean_squared_error: 4775.1440
2022-12-10 16:09:48.644390: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:09:48.832438: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:09:49.699343: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:09:50.506650: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 53s 509ms/step - loss: 4775.1440 - mean_squared_error: 4775.1440 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 7s 83ms/step - loss: 2239.1379 - mean_squared_error: 2239.1379 - val_loss: 185.6705 - val_mean_squared_error: 185.6705
Epoch 3/30
81/81 [==============================] - 6s 73ms/step - loss: 1146.4481 - mean_squared_error: 1146.4481 - val_loss: 597.8088 - val_mean_squared_error: 597.8088
Epoch 4/30
81/81 [==============================] - 4s 50ms/step - loss: 687.0126 - mean_squared_error: 687.0126 - val_loss: 2256.9458 - val_mean_squared_error: 2256.9458
Epoch 5/30
81/81 [==============================] - 5s 56ms/step - loss: 756.0718 - mean_squared_error: 756.0718 - val_loss: 293.1375 - val_mean_squared_error: 293.1375
Epoch 6/30
81/81 [==============================] - 4s 45ms/step - loss: 572.7498 - mean_squared_error: 572.7498 - val_loss: 103.1087 - val_mean_squared_error: 103.1087
Epoch 7/30
81/81 [==============================] - 4s 45ms/step - loss: 416.1738 - mean_squared_error: 416.1738 - val_loss: 807.3242 - val_mean_squared_error: 807.3242
Epoch 8/30
81/81 [==============================] - 4s 45ms/step - loss: 99.4866 - mean_squared_error: 99.4866 - val_loss: 217.9171 - val_mean_squared_error: 217.9171
Epoch 9/30
81/81 [==============================] - 4s 50ms/step - loss: 76.6617 - mean_squared_error: 76.6617 - val_loss: 61.7043 - val_mean_squared_error: 61.7043
Epoch 10/30
81/81 [==============================] - 4s 50ms/step - loss: 65.2683 - mean_squared_error: 65.2683 - val_loss: 101.4334 - val_mean_squared_error: 101.4334
Epoch 11/30
81/81 [==============================] - 4s 52ms/step - loss: 60.1317 - mean_squared_error: 60.1317 - val_loss: 82.6359 - val_mean_squared_error: 82.6359
Epoch 12/30
81/81 [==============================] - 4s 48ms/step - loss: 57.3216 - mean_squared_error: 57.3216 - val_loss: 101.9166 - val_mean_squared_error: 101.9166
Epoch 13/30
81/81 [==============================] - 4s 45ms/step - loss: 51.6509 - mean_squared_error: 51.6509 - val_loss: 108.3141 - val_mean_squared_error: 108.3141
Epoch 14/30
81/81 [==============================] - 4s 44ms/step - loss: 53.2172 - mean_squared_error: 53.2172 - val_loss: 77.0956 - val_mean_squared_error: 77.0956
Epoch 15/30
81/81 [==============================] - 4s 51ms/step - loss: 46.6743 - mean_squared_error: 46.6743 - val_loss: 73.9498 - val_mean_squared_error: 73.9498
Epoch 16/30
81/81 [==============================] - 4s 45ms/step - loss: 56.6254 - mean_squared_error: 56.6254 - val_loss: 77.2594 - val_mean_squared_error: 77.2594
Epoch 17/30
81/81 [==============================] - 4s 45ms/step - loss: 54.7870 - mean_squared_error: 54.7870 - val_loss: 94.3399 - val_mean_squared_error: 94.3399
Epoch 18/30
81/81 [==============================] - 4s 47ms/step - loss: 53.1599 - mean_squared_error: 53.1599 - val_loss: 118.7515 - val_mean_squared_error: 118.7515
Epoch 19/30
81/81 [==============================] - 3s 43ms/step - loss: 54.0939 - mean_squared_error: 54.0939 - val_loss: 92.3705 - val_mean_squared_error: 92.3705
Epoch 20/30
81/81 [==============================] - 4s 46ms/step - loss: 47.6991 - mean_squared_error: 47.6991 - val_loss: 143.2572 - val_mean_squared_error: 143.2572
Epoch 21/30
81/81 [==============================] - 3s 43ms/step - loss: 47.7638 - mean_squared_error: 47.7638 - val_loss: 61.8319 - val_mean_squared_error: 61.8319
Epoch 22/30
81/81 [==============================] - 4s 44ms/step - loss: 51.2080 - mean_squared_error: 51.2080 - val_loss: 66.3436 - val_mean_squared_error: 66.3436
Epoch 23/30
81/81 [==============================] - 4s 48ms/step - loss: 48.8003 - mean_squared_error: 48.8003 - val_loss: 38.8187 - val_mean_squared_error: 38.8187
Epoch 24/30
81/81 [==============================] - 4s 45ms/step - loss: 47.1146 - mean_squared_error: 47.1146 - val_loss: 127.6405 - val_mean_squared_error: 127.6405
Epoch 25/30
81/81 [==============================] - 3s 43ms/step - loss: 47.1552 - mean_squared_error: 47.1552 - val_loss: 82.7497 - val_mean_squared_error: 82.7497
Epoch 26/30
81/81 [==============================] - 4s 45ms/step - loss: 41.4854 - mean_squared_error: 41.4854 - val_loss: 43.8252 - val_mean_squared_error: 43.8252
Epoch 27/30
81/81 [==============================] - 4s 45ms/step - loss: 45.8017 - mean_squared_error: 45.8017 - val_loss: 40.5311 - val_mean_squared_error: 40.5311
Epoch 28/30
81/81 [==============================] - 4s 44ms/step - loss: 41.0953 - mean_squared_error: 41.0953 - val_loss: 140.1009 - val_mean_squared_error: 140.1008
Epoch 29/30
81/81 [==============================] - 4s 43ms/step - loss: 41.1910 - mean_squared_error: 41.1910 - val_loss: 82.8918 - val_mean_squared_error: 82.8918
Epoch 30/30
81/81 [==============================] - 3s 43ms/step - loss: 39.6225 - mean_squared_error: 39.6225 - val_loss: 149.1387 - val_mean_squared_error: 149.1387
2022-12-10 16:11:48.563813: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:11:48.788291: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:11:49.513265: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:11:50.270623: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 16:11:56.778826: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:11:57.697320: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:11:58.962916: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:12:00.219164: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:12:02.995878: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:12:05.263469: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:12:07.393386: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4660.6113 - mean_squared_error: 4660.6113
2022-12-10 16:12:46.415615: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:12:46.705965: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:12:47.389807: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:12:48.129080: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 59s 560ms/step - loss: 4660.6113 - mean_squared_error: 4660.6113 - val_loss: 631.1306 - val_mean_squared_error: 631.1306
Epoch 2/30
81/81 [==============================] - 6s 72ms/step - loss: 2324.4109 - mean_squared_error: 2324.4109 - val_loss: 79.0529 - val_mean_squared_error: 79.0529
Epoch 3/30
81/81 [==============================] - 5s 66ms/step - loss: 1158.5371 - mean_squared_error: 1158.5371 - val_loss: 124.9417 - val_mean_squared_error: 124.9417
Epoch 4/30
81/81 [==============================] - 4s 51ms/step - loss: 773.4588 - mean_squared_error: 773.4588 - val_loss: 117.5650 - val_mean_squared_error: 117.5650
Epoch 5/30
81/81 [==============================] - 4s 51ms/step - loss: 518.5184 - mean_squared_error: 518.5184 - val_loss: 588.2648 - val_mean_squared_error: 588.2648
Epoch 6/30
81/81 [==============================] - 4s 50ms/step - loss: 173.5759 - mean_squared_error: 173.5759 - val_loss: 93.3788 - val_mean_squared_error: 93.3788
Epoch 7/30
81/81 [==============================] - 4s 50ms/step - loss: 91.2396 - mean_squared_error: 91.2396 - val_loss: 94.4763 - val_mean_squared_error: 94.4763
Epoch 8/30
81/81 [==============================] - 4s 48ms/step - loss: 80.8187 - mean_squared_error: 80.8187 - val_loss: 37.6765 - val_mean_squared_error: 37.6765
Epoch 9/30
81/81 [==============================] - 4s 52ms/step - loss: 69.6995 - mean_squared_error: 69.6995 - val_loss: 80.5278 - val_mean_squared_error: 80.5278
Epoch 10/30
81/81 [==============================] - 4s 44ms/step - loss: 78.2517 - mean_squared_error: 78.2517 - val_loss: 56.3793 - val_mean_squared_error: 56.3793
Epoch 11/30
81/81 [==============================] - 4s 45ms/step - loss: 65.7182 - mean_squared_error: 65.7182 - val_loss: 25.1866 - val_mean_squared_error: 25.1866
Epoch 12/30
81/81 [==============================] - 4s 44ms/step - loss: 63.8368 - mean_squared_error: 63.8368 - val_loss: 36.7869 - val_mean_squared_error: 36.7869
Epoch 13/30
81/81 [==============================] - 4s 44ms/step - loss: 62.4851 - mean_squared_error: 62.4851 - val_loss: 56.6681 - val_mean_squared_error: 56.6681
Epoch 14/30
81/81 [==============================] - 4s 45ms/step - loss: 62.6886 - mean_squared_error: 62.6886 - val_loss: 72.5545 - val_mean_squared_error: 72.5545
Epoch 15/30
81/81 [==============================] - 4s 48ms/step - loss: 62.3322 - mean_squared_error: 62.3322 - val_loss: 53.6082 - val_mean_squared_error: 53.6082
Epoch 16/30
81/81 [==============================] - 4s 44ms/step - loss: 56.5830 - mean_squared_error: 56.5830 - val_loss: 29.1223 - val_mean_squared_error: 29.1223
Epoch 17/30
81/81 [==============================] - 4s 45ms/step - loss: 52.2844 - mean_squared_error: 52.2844 - val_loss: 17.4688 - val_mean_squared_error: 17.4688
Epoch 18/30
81/81 [==============================] - 4s 44ms/step - loss: 49.2570 - mean_squared_error: 49.2570 - val_loss: 40.7271 - val_mean_squared_error: 40.7271
Epoch 19/30
81/81 [==============================] - 4s 44ms/step - loss: 51.2754 - mean_squared_error: 51.2754 - val_loss: 26.1618 - val_mean_squared_error: 26.1618
Epoch 20/30
81/81 [==============================] - 4s 43ms/step - loss: 49.2470 - mean_squared_error: 49.2470 - val_loss: 137.7855 - val_mean_squared_error: 137.7855
Epoch 21/30
81/81 [==============================] - 4s 47ms/step - loss: 51.3337 - mean_squared_error: 51.3337 - val_loss: 33.8943 - val_mean_squared_error: 33.8943
Epoch 22/30
81/81 [==============================] - 4s 44ms/step - loss: 49.8639 - mean_squared_error: 49.8639 - val_loss: 70.4534 - val_mean_squared_error: 70.4534
Epoch 23/30
81/81 [==============================] - 4s 44ms/step - loss: 43.5081 - mean_squared_error: 43.5081 - val_loss: 87.1242 - val_mean_squared_error: 87.1242
Epoch 24/30
81/81 [==============================] - 3s 43ms/step - loss: 47.1255 - mean_squared_error: 47.1255 - val_loss: 17.5809 - val_mean_squared_error: 17.5809
Epoch 25/30
81/81 [==============================] - 4s 46ms/step - loss: 49.2203 - mean_squared_error: 49.2203 - val_loss: 28.4339 - val_mean_squared_error: 28.4339
Epoch 26/30
81/81 [==============================] - 4s 45ms/step - loss: 47.7614 - mean_squared_error: 47.7614 - val_loss: 106.2944 - val_mean_squared_error: 106.2944
Epoch 27/30
81/81 [==============================] - 4s 43ms/step - loss: 45.7411 - mean_squared_error: 45.7411 - val_loss: 100.4843 - val_mean_squared_error: 100.4843
Epoch 28/30
81/81 [==============================] - 4s 45ms/step - loss: 52.1070 - mean_squared_error: 52.1070 - val_loss: 94.5745 - val_mean_squared_error: 94.5745
Epoch 29/30
81/81 [==============================] - 4s 44ms/step - loss: 37.3814 - mean_squared_error: 37.3814 - val_loss: 36.2268 - val_mean_squared_error: 36.2268
Epoch 30/30
81/81 [==============================] - 4s 44ms/step - loss: 50.2738 - mean_squared_error: 50.2738 - val_loss: 169.4924 - val_mean_squared_error: 169.4924
2022-12-10 16:14:45.107801: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:14:45.320872: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:14:46.128764: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:14:46.943159: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.027834062358947163
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 16:14:53.302246: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:14:54.113918: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:14:55.590654: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:14:56.929909: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:15:00.012446: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:15:02.620239: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:15:04.995193: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4943.1167 - mean_squared_error: 4943.1167
2022-12-10 16:15:42.147689: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:15:42.371625: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:15:43.183625: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:15:43.961404: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 59s 538ms/step - loss: 4943.1167 - mean_squared_error: 4943.1167 - val_loss: 437.9065 - val_mean_squared_error: 437.9065
Epoch 2/30
81/81 [==============================] - 6s 78ms/step - loss: 2660.8743 - mean_squared_error: 2660.8743 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 6s 71ms/step - loss: 1181.9250 - mean_squared_error: 1181.9250 - val_loss: 855.6974 - val_mean_squared_error: 855.6974
Epoch 4/30
81/81 [==============================] - 4s 54ms/step - loss: 632.4841 - mean_squared_error: 632.4841 - val_loss: 235.7002 - val_mean_squared_error: 235.7002
Epoch 5/30
81/81 [==============================] - 4s 51ms/step - loss: 430.1412 - mean_squared_error: 430.1412 - val_loss: 33.5919 - val_mean_squared_error: 33.5919
Epoch 6/30
81/81 [==============================] - 4s 53ms/step - loss: 285.7618 - mean_squared_error: 285.7618 - val_loss: 596.2354 - val_mean_squared_error: 596.2354
Epoch 7/30
81/81 [==============================] - 4s 50ms/step - loss: 109.8741 - mean_squared_error: 109.8741 - val_loss: 52.3335 - val_mean_squared_error: 52.3335
Epoch 8/30
81/81 [==============================] - 4s 48ms/step - loss: 89.7695 - mean_squared_error: 89.7695 - val_loss: 19.4167 - val_mean_squared_error: 19.4167
Epoch 9/30
81/81 [==============================] - 4s 50ms/step - loss: 81.6302 - mean_squared_error: 81.6302 - val_loss: 23.5476 - val_mean_squared_error: 23.5476
Epoch 10/30
81/81 [==============================] - 4s 52ms/step - loss: 79.5382 - mean_squared_error: 79.5382 - val_loss: 54.6984 - val_mean_squared_error: 54.6984
Epoch 11/30
81/81 [==============================] - 4s 51ms/step - loss: 62.4094 - mean_squared_error: 62.4094 - val_loss: 53.2828 - val_mean_squared_error: 53.2828
Epoch 12/30
81/81 [==============================] - 4s 49ms/step - loss: 68.4046 - mean_squared_error: 68.4046 - val_loss: 38.0494 - val_mean_squared_error: 38.0494
Epoch 13/30
81/81 [==============================] - 4s 47ms/step - loss: 56.2375 - mean_squared_error: 56.2375 - val_loss: 40.2678 - val_mean_squared_error: 40.2678
Epoch 14/30
81/81 [==============================] - 4s 48ms/step - loss: 62.9109 - mean_squared_error: 62.9109 - val_loss: 204.1059 - val_mean_squared_error: 204.1059
Epoch 15/30
81/81 [==============================] - 4s 48ms/step - loss: 55.9302 - mean_squared_error: 55.9302 - val_loss: 111.3854 - val_mean_squared_error: 111.3854
Epoch 16/30
81/81 [==============================] - 4s 48ms/step - loss: 58.1806 - mean_squared_error: 58.1806 - val_loss: 68.5112 - val_mean_squared_error: 68.5112
Epoch 17/30
81/81 [==============================] - 4s 50ms/step - loss: 47.5390 - mean_squared_error: 47.5390 - val_loss: 58.2038 - val_mean_squared_error: 58.2038
Epoch 18/30
81/81 [==============================] - 4s 47ms/step - loss: 55.6490 - mean_squared_error: 55.6490 - val_loss: 47.2109 - val_mean_squared_error: 47.2109
Epoch 19/30
81/81 [==============================] - 4s 53ms/step - loss: 53.0091 - mean_squared_error: 53.0091 - val_loss: 31.9088 - val_mean_squared_error: 31.9088
Epoch 20/30
81/81 [==============================] - 4s 48ms/step - loss: 44.8063 - mean_squared_error: 44.8063 - val_loss: 107.9859 - val_mean_squared_error: 107.9859
Epoch 21/30
81/81 [==============================] - 4s 46ms/step - loss: 47.6461 - mean_squared_error: 47.6461 - val_loss: 89.5931 - val_mean_squared_error: 89.5931
Epoch 22/30
81/81 [==============================] - 4s 47ms/step - loss: 47.7737 - mean_squared_error: 47.7737 - val_loss: 77.7886 - val_mean_squared_error: 77.7886
Epoch 23/30
81/81 [==============================] - 4s 50ms/step - loss: 45.8604 - mean_squared_error: 45.8604 - val_loss: 543.0151 - val_mean_squared_error: 543.0151
Epoch 24/30
81/81 [==============================] - 4s 48ms/step - loss: 42.3461 - mean_squared_error: 42.3461 - val_loss: 96.8762 - val_mean_squared_error: 96.8762
Epoch 25/30
81/81 [==============================] - 4s 46ms/step - loss: 48.8807 - mean_squared_error: 48.8807 - val_loss: 213.5233 - val_mean_squared_error: 213.5233
Epoch 26/30
81/81 [==============================] - 4s 47ms/step - loss: 46.3594 - mean_squared_error: 46.3594 - val_loss: 254.6065 - val_mean_squared_error: 254.6065
Epoch 27/30
81/81 [==============================] - 4s 46ms/step - loss: 46.4044 - mean_squared_error: 46.4044 - val_loss: 27.6030 - val_mean_squared_error: 27.6030
Epoch 28/30
81/81 [==============================] - 4s 48ms/step - loss: 43.0522 - mean_squared_error: 43.0522 - val_loss: 124.0763 - val_mean_squared_error: 124.0763
Epoch 29/30
81/81 [==============================] - 4s 46ms/step - loss: 42.8209 - mean_squared_error: 42.8209 - val_loss: 36.1380 - val_mean_squared_error: 36.1380
Epoch 30/30
81/81 [==============================] - 4s 46ms/step - loss: 43.8572 - mean_squared_error: 43.8572 - val_loss: 19.5346 - val_mean_squared_error: 19.5346
2022-12-10 16:17:48.554763: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:17:48.853201: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:17:49.600877: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:17:50.382484: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.12548801 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.15281651 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.18600112 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.07933631 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.07306191 ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.08951478 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 16:17:56.377979: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:17:56.935579: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:17:58.215511: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:17:59.537946: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:18:02.397303: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:18:04.630926: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:18:06.807190: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4611.6758 - mean_squared_error: 4611.6758
2022-12-10 16:18:44.320719: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:18:44.578984: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:18:45.445419: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:18:46.386104: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 56s 541ms/step - loss: 4611.6758 - mean_squared_error: 4611.6758 - val_loss: 2987.9839 - val_mean_squared_error: 2987.9839
Epoch 2/30
81/81 [==============================] - 7s 85ms/step - loss: 1986.8636 - mean_squared_error: 1986.8636 - val_loss: 122.2764 - val_mean_squared_error: 122.2764
Epoch 3/30
81/81 [==============================] - 6s 76ms/step - loss: 1566.7150 - mean_squared_error: 1566.7150 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 4/30
81/81 [==============================] - 4s 54ms/step - loss: 854.8188 - mean_squared_error: 854.8188 - val_loss: 627.9855 - val_mean_squared_error: 627.9855
Epoch 5/30
81/81 [==============================] - 5s 57ms/step - loss: 709.0108 - mean_squared_error: 709.0108 - val_loss: 406.0368 - val_mean_squared_error: 406.0368
Epoch 6/30
81/81 [==============================] - 4s 52ms/step - loss: 503.8201 - mean_squared_error: 503.8201 - val_loss: 666.1736 - val_mean_squared_error: 666.1735
Epoch 7/30
81/81 [==============================] - 4s 51ms/step - loss: 348.9178 - mean_squared_error: 348.9178 - val_loss: 1410.2751 - val_mean_squared_error: 1410.2751
Epoch 8/30
81/81 [==============================] - 4s 48ms/step - loss: 106.6539 - mean_squared_error: 106.6539 - val_loss: 135.7463 - val_mean_squared_error: 135.7463
Epoch 9/30
81/81 [==============================] - 4s 46ms/step - loss: 88.5033 - mean_squared_error: 88.5033 - val_loss: 86.1058 - val_mean_squared_error: 86.1058
Epoch 10/30
81/81 [==============================] - 4s 46ms/step - loss: 74.9346 - mean_squared_error: 74.9346 - val_loss: 30.6483 - val_mean_squared_error: 30.6483
Epoch 11/30
81/81 [==============================] - 4s 46ms/step - loss: 63.5824 - mean_squared_error: 63.5824 - val_loss: 36.8283 - val_mean_squared_error: 36.8283
Epoch 12/30
81/81 [==============================] - 4s 45ms/step - loss: 58.1139 - mean_squared_error: 58.1139 - val_loss: 22.9781 - val_mean_squared_error: 22.9781
Epoch 13/30
81/81 [==============================] - 3s 43ms/step - loss: 53.8485 - mean_squared_error: 53.8485 - val_loss: 32.1086 - val_mean_squared_error: 32.1086
Epoch 14/30
81/81 [==============================] - 4s 50ms/step - loss: 55.4937 - mean_squared_error: 55.4937 - val_loss: 56.1157 - val_mean_squared_error: 56.1157
Epoch 15/30
81/81 [==============================] - 4s 53ms/step - loss: 54.8286 - mean_squared_error: 54.8286 - val_loss: 227.2884 - val_mean_squared_error: 227.2884
Epoch 16/30
81/81 [==============================] - 4s 46ms/step - loss: 52.8403 - mean_squared_error: 52.8403 - val_loss: 38.5843 - val_mean_squared_error: 38.5843
Epoch 17/30
81/81 [==============================] - 4s 46ms/step - loss: 50.1910 - mean_squared_error: 50.1910 - val_loss: 38.1167 - val_mean_squared_error: 38.1167
Epoch 18/30
81/81 [==============================] - 4s 45ms/step - loss: 47.8179 - mean_squared_error: 47.8179 - val_loss: 110.6766 - val_mean_squared_error: 110.6766
Epoch 19/30
81/81 [==============================] - 3s 43ms/step - loss: 46.0225 - mean_squared_error: 46.0225 - val_loss: 38.4171 - val_mean_squared_error: 38.4171
Epoch 20/30
81/81 [==============================] - 4s 46ms/step - loss: 46.5649 - mean_squared_error: 46.5649 - val_loss: 36.4382 - val_mean_squared_error: 36.4381
Epoch 21/30
81/81 [==============================] - 4s 45ms/step - loss: 44.0327 - mean_squared_error: 44.0327 - val_loss: 47.5629 - val_mean_squared_error: 47.5629
Epoch 22/30
81/81 [==============================] - 3s 43ms/step - loss: 42.0829 - mean_squared_error: 42.0829 - val_loss: 38.6544 - val_mean_squared_error: 38.6544
Epoch 23/30
81/81 [==============================] - 4s 46ms/step - loss: 42.7975 - mean_squared_error: 42.7975 - val_loss: 34.1676 - val_mean_squared_error: 34.1676
Epoch 24/30
81/81 [==============================] - 4s 44ms/step - loss: 45.3283 - mean_squared_error: 45.3283 - val_loss: 26.3689 - val_mean_squared_error: 26.3689
Epoch 25/30
81/81 [==============================] - 3s 43ms/step - loss: 46.9990 - mean_squared_error: 46.9990 - val_loss: 46.5005 - val_mean_squared_error: 46.5005
Epoch 26/30
81/81 [==============================] - 4s 44ms/step - loss: 40.0512 - mean_squared_error: 40.0512 - val_loss: 33.8784 - val_mean_squared_error: 33.8784
Epoch 27/30
81/81 [==============================] - 3s 43ms/step - loss: 42.7644 - mean_squared_error: 42.7644 - val_loss: 40.9355 - val_mean_squared_error: 40.9355
Epoch 28/30
81/81 [==============================] - 4s 44ms/step - loss: 41.6280 - mean_squared_error: 41.6280 - val_loss: 37.1691 - val_mean_squared_error: 37.1691
Epoch 29/30
81/81 [==============================] - 3s 42ms/step - loss: 43.4061 - mean_squared_error: 43.4061 - val_loss: 41.8713 - val_mean_squared_error: 41.8713
Epoch 30/30
81/81 [==============================] - 3s 42ms/step - loss: 39.0031 - mean_squared_error: 39.0031 - val_loss: 24.4262 - val_mean_squared_error: 24.4262
2022-12-10 16:20:46.345558: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:20:46.608530: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:20:47.383473: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:20:48.166549: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 16:20:54.533529: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:20:55.297852: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:20:56.531898: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:20:57.814192: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:21:00.662275: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:21:02.828924: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:21:05.036744: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4661.0903 - mean_squared_error: 4661.0903
2022-12-10 16:21:42.037648: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:21:42.282695: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:21:43.024428: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:21:43.811131: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 56s 533ms/step - loss: 4661.0903 - mean_squared_error: 4661.0903 - val_loss: 320.8189 - val_mean_squared_error: 320.8189
Epoch 2/30
81/81 [==============================] - 6s 79ms/step - loss: 2335.9600 - mean_squared_error: 2335.9600 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 5s 60ms/step - loss: 1040.4000 - mean_squared_error: 1040.4000 - val_loss: 555.6561 - val_mean_squared_error: 555.6561
Epoch 4/30
81/81 [==============================] - 4s 55ms/step - loss: 550.1315 - mean_squared_error: 550.1315 - val_loss: 35.2371 - val_mean_squared_error: 35.2371
Epoch 5/30
81/81 [==============================] - 4s 51ms/step - loss: 435.4368 - mean_squared_error: 435.4368 - val_loss: 23.1293 - val_mean_squared_error: 23.1293
Epoch 6/30
81/81 [==============================] - 4s 51ms/step - loss: 261.1672 - mean_squared_error: 261.1672 - val_loss: 245.3205 - val_mean_squared_error: 245.3205
Epoch 7/30
81/81 [==============================] - 4s 53ms/step - loss: 257.7501 - mean_squared_error: 257.7501 - val_loss: 440.5040 - val_mean_squared_error: 440.5040
Epoch 8/30
81/81 [==============================] - 4s 49ms/step - loss: 241.8105 - mean_squared_error: 241.8105 - val_loss: 119.8897 - val_mean_squared_error: 119.8897
Epoch 9/30
81/81 [==============================] - 4s 49ms/step - loss: 96.8784 - mean_squared_error: 96.8784 - val_loss: 74.5144 - val_mean_squared_error: 74.5144
Epoch 10/30
81/81 [==============================] - 4s 47ms/step - loss: 79.7329 - mean_squared_error: 79.7329 - val_loss: 54.4521 - val_mean_squared_error: 54.4521
Epoch 11/30
81/81 [==============================] - 4s 48ms/step - loss: 61.5610 - mean_squared_error: 61.5610 - val_loss: 110.8899 - val_mean_squared_error: 110.8899
Epoch 12/30
81/81 [==============================] - 4s 45ms/step - loss: 69.6173 - mean_squared_error: 69.6173 - val_loss: 281.0742 - val_mean_squared_error: 281.0742
Epoch 13/30
81/81 [==============================] - 4s 45ms/step - loss: 66.8913 - mean_squared_error: 66.8913 - val_loss: 93.5496 - val_mean_squared_error: 93.5496
Epoch 14/30
81/81 [==============================] - 4s 47ms/step - loss: 64.9964 - mean_squared_error: 64.9964 - val_loss: 174.4106 - val_mean_squared_error: 174.4106
Epoch 15/30
81/81 [==============================] - 4s 45ms/step - loss: 53.9633 - mean_squared_error: 53.9633 - val_loss: 229.5039 - val_mean_squared_error: 229.5039
Epoch 16/30
81/81 [==============================] - 4s 45ms/step - loss: 53.1506 - mean_squared_error: 53.1506 - val_loss: 167.2286 - val_mean_squared_error: 167.2286
Epoch 17/30
81/81 [==============================] - 4s 48ms/step - loss: 51.2238 - mean_squared_error: 51.2238 - val_loss: 164.3960 - val_mean_squared_error: 164.3960
Epoch 18/30
81/81 [==============================] - 4s 47ms/step - loss: 53.7939 - mean_squared_error: 53.7939 - val_loss: 472.5789 - val_mean_squared_error: 472.5789
Epoch 19/30
81/81 [==============================] - 4s 45ms/step - loss: 49.6610 - mean_squared_error: 49.6610 - val_loss: 134.7845 - val_mean_squared_error: 134.7845
Epoch 20/30
81/81 [==============================] - 4s 46ms/step - loss: 49.8540 - mean_squared_error: 49.8540 - val_loss: 348.7487 - val_mean_squared_error: 348.7487
Epoch 21/30
81/81 [==============================] - 4s 45ms/step - loss: 40.8641 - mean_squared_error: 40.8641 - val_loss: 251.2130 - val_mean_squared_error: 251.2130
Epoch 22/30
81/81 [==============================] - 4s 44ms/step - loss: 42.4959 - mean_squared_error: 42.4959 - val_loss: 163.6142 - val_mean_squared_error: 163.6142
Epoch 23/30
81/81 [==============================] - 4s 44ms/step - loss: 48.2235 - mean_squared_error: 48.2235 - val_loss: 155.1404 - val_mean_squared_error: 155.1404
Epoch 24/30
81/81 [==============================] - 3s 43ms/step - loss: 45.1840 - mean_squared_error: 45.1840 - val_loss: 99.9191 - val_mean_squared_error: 99.9191
Epoch 25/30
81/81 [==============================] - 4s 45ms/step - loss: 45.1362 - mean_squared_error: 45.1362 - val_loss: 157.2126 - val_mean_squared_error: 157.2126
Epoch 26/30
81/81 [==============================] - 4s 47ms/step - loss: 44.0791 - mean_squared_error: 44.0791 - val_loss: 179.2386 - val_mean_squared_error: 179.2386
Epoch 27/30
81/81 [==============================] - 4s 44ms/step - loss: 45.4514 - mean_squared_error: 45.4514 - val_loss: 178.0071 - val_mean_squared_error: 178.0071
Epoch 28/30
81/81 [==============================] - 4s 48ms/step - loss: 46.4535 - mean_squared_error: 46.4535 - val_loss: 178.8425 - val_mean_squared_error: 178.8425
Epoch 29/30
81/81 [==============================] - 4s 47ms/step - loss: 41.2361 - mean_squared_error: 41.2361 - val_loss: 233.3706 - val_mean_squared_error: 233.3706
Epoch 30/30
81/81 [==============================] - 4s 47ms/step - loss: 40.3141 - mean_squared_error: 40.3141 - val_loss: 117.9586 - val_mean_squared_error: 117.9586
2022-12-10 16:23:43.228218: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:23:43.436904: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:23:44.270469: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:23:45.151538: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 16:23:51.970012: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:23:52.610800: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:23:53.921799: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:23:55.237988: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:23:58.124071: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:24:00.317312: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:24:02.576677: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4823.1357 - mean_squared_error: 4823.1357
2022-12-10 16:24:41.228068: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:24:41.451693: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:24:42.204935: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:24:42.991247: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 57s 549ms/step - loss: 4823.1357 - mean_squared_error: 4823.1357 - val_loss: 685.5724 - val_mean_squared_error: 685.5724
Epoch 2/30
81/81 [==============================] - 6s 74ms/step - loss: 1973.5618 - mean_squared_error: 1973.5618 - val_loss: 835.8450 - val_mean_squared_error: 835.8450
Epoch 3/30
81/81 [==============================] - 5s 64ms/step - loss: 766.4465 - mean_squared_error: 766.4465 - val_loss: 117.2258 - val_mean_squared_error: 117.2258
Epoch 4/30
81/81 [==============================] - 5s 60ms/step - loss: 557.3912 - mean_squared_error: 557.3912 - val_loss: 51.3631 - val_mean_squared_error: 51.3631
Epoch 5/30
81/81 [==============================] - 4s 49ms/step - loss: 490.5374 - mean_squared_error: 490.5374 - val_loss: 330.1280 - val_mean_squared_error: 330.1280
Epoch 6/30
81/81 [==============================] - 4s 55ms/step - loss: 379.2563 - mean_squared_error: 379.2563 - val_loss: 688.8723 - val_mean_squared_error: 688.8723
Epoch 7/30
81/81 [==============================] - 4s 48ms/step - loss: 273.1174 - mean_squared_error: 273.1174 - val_loss: 506.6376 - val_mean_squared_error: 506.6376
Epoch 8/30
81/81 [==============================] - 4s 48ms/step - loss: 261.3967 - mean_squared_error: 261.3967 - val_loss: 355.8006 - val_mean_squared_error: 355.8006
Epoch 9/30
81/81 [==============================] - 4s 48ms/step - loss: 235.9349 - mean_squared_error: 235.9349 - val_loss: 204.4460 - val_mean_squared_error: 204.4460
Epoch 10/30
81/81 [==============================] - 4s 46ms/step - loss: 199.6105 - mean_squared_error: 199.6105 - val_loss: 27.7669 - val_mean_squared_error: 27.7669
Epoch 11/30
81/81 [==============================] - 4s 48ms/step - loss: 194.2909 - mean_squared_error: 194.2909 - val_loss: 137.7873 - val_mean_squared_error: 137.7873
Epoch 12/30
81/81 [==============================] - 4s 44ms/step - loss: 172.0768 - mean_squared_error: 172.0768 - val_loss: 42.9313 - val_mean_squared_error: 42.9313
Epoch 13/30
81/81 [==============================] - 4s 45ms/step - loss: 89.0000 - mean_squared_error: 89.0000 - val_loss: 68.4675 - val_mean_squared_error: 68.4675
Epoch 14/30
81/81 [==============================] - 4s 45ms/step - loss: 67.7479 - mean_squared_error: 67.7479 - val_loss: 31.4862 - val_mean_squared_error: 31.4862
Epoch 15/30
81/81 [==============================] - 4s 49ms/step - loss: 87.5805 - mean_squared_error: 87.5805 - val_loss: 151.9260 - val_mean_squared_error: 151.9260
Epoch 16/30
81/81 [==============================] - 4s 46ms/step - loss: 171.9182 - mean_squared_error: 171.9182 - val_loss: 648.2214 - val_mean_squared_error: 648.2214
Epoch 17/30
81/81 [==============================] - 4s 48ms/step - loss: 64.6662 - mean_squared_error: 64.6662 - val_loss: 132.4070 - val_mean_squared_error: 132.4070
Epoch 18/30
81/81 [==============================] - 4s 45ms/step - loss: 56.4826 - mean_squared_error: 56.4826 - val_loss: 36.1956 - val_mean_squared_error: 36.1956
Epoch 19/30
81/81 [==============================] - 3s 43ms/step - loss: 56.5498 - mean_squared_error: 56.5498 - val_loss: 35.1726 - val_mean_squared_error: 35.1726
Epoch 20/30
81/81 [==============================] - 4s 46ms/step - loss: 52.7757 - mean_squared_error: 52.7757 - val_loss: 43.3441 - val_mean_squared_error: 43.3441
Epoch 21/30
81/81 [==============================] - 3s 43ms/step - loss: 47.4791 - mean_squared_error: 47.4791 - val_loss: 72.6970 - val_mean_squared_error: 72.6970
Epoch 22/30
81/81 [==============================] - 4s 43ms/step - loss: 48.3862 - mean_squared_error: 48.3862 - val_loss: 90.9998 - val_mean_squared_error: 90.9998
Epoch 23/30
81/81 [==============================] - 4s 45ms/step - loss: 50.0045 - mean_squared_error: 50.0045 - val_loss: 79.0117 - val_mean_squared_error: 79.0117
Epoch 24/30
81/81 [==============================] - 4s 44ms/step - loss: 46.9543 - mean_squared_error: 46.9543 - val_loss: 67.8301 - val_mean_squared_error: 67.8301
Epoch 25/30
81/81 [==============================] - 4s 44ms/step - loss: 47.0498 - mean_squared_error: 47.0498 - val_loss: 27.3991 - val_mean_squared_error: 27.3991
Epoch 26/30
81/81 [==============================] - 3s 43ms/step - loss: 50.3311 - mean_squared_error: 50.3311 - val_loss: 73.3228 - val_mean_squared_error: 73.3228
Epoch 27/30
81/81 [==============================] - 3s 43ms/step - loss: 39.2436 - mean_squared_error: 39.2436 - val_loss: 31.9617 - val_mean_squared_error: 31.9617
Epoch 28/30
81/81 [==============================] - 4s 44ms/step - loss: 40.6857 - mean_squared_error: 40.6857 - val_loss: 50.1947 - val_mean_squared_error: 50.1947
Epoch 29/30
81/81 [==============================] - 4s 46ms/step - loss: 44.2000 - mean_squared_error: 44.2000 - val_loss: 48.9864 - val_mean_squared_error: 48.9864
Epoch 30/30
81/81 [==============================] - 3s 43ms/step - loss: 44.6879 - mean_squared_error: 44.6879 - val_loss: 19.7051 - val_mean_squared_error: 19.7051
2022-12-10 16:26:40.639111: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:26:40.887248: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:26:41.614252: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:26:42.397279: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 16:26:49.052003: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:26:49.654663: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:26:50.936105: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:26:52.348996: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:26:55.422617: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:26:57.798031: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:27:00.125114: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4833.0317 - mean_squared_error: 4833.0317
2022-12-10 16:27:38.049578: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:27:38.342806: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:27:39.075467: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:27:39.871738: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 57s 539ms/step - loss: 4833.0317 - mean_squared_error: 4833.0317 - val_loss: 1009.6616 - val_mean_squared_error: 1009.6616
Epoch 2/30
81/81 [==============================] - 6s 79ms/step - loss: 1908.5269 - mean_squared_error: 1908.5269 - val_loss: 17.5582 - val_mean_squared_error: 17.5582
Epoch 3/30
81/81 [==============================] - 5s 63ms/step - loss: 859.9406 - mean_squared_error: 859.9406 - val_loss: 378.5925 - val_mean_squared_error: 378.5925
Epoch 4/30
81/81 [==============================] - 5s 63ms/step - loss: 479.4284 - mean_squared_error: 479.4284 - val_loss: 424.3346 - val_mean_squared_error: 424.3346
Epoch 5/30
81/81 [==============================] - 4s 55ms/step - loss: 279.1933 - mean_squared_error: 279.1933 - val_loss: 32.6005 - val_mean_squared_error: 32.6005
Epoch 6/30
81/81 [==============================] - 4s 49ms/step - loss: 162.5713 - mean_squared_error: 162.5713 - val_loss: 186.8070 - val_mean_squared_error: 186.8070
Epoch 7/30
81/81 [==============================] - 4s 47ms/step - loss: 91.0181 - mean_squared_error: 91.0181 - val_loss: 46.3761 - val_mean_squared_error: 46.3761
Epoch 8/30
81/81 [==============================] - 4s 47ms/step - loss: 82.1002 - mean_squared_error: 82.1002 - val_loss: 36.5827 - val_mean_squared_error: 36.5827
Epoch 9/30
81/81 [==============================] - 4s 49ms/step - loss: 70.0365 - mean_squared_error: 70.0365 - val_loss: 132.9525 - val_mean_squared_error: 132.9525
Epoch 10/30
81/81 [==============================] - 4s 51ms/step - loss: 72.1807 - mean_squared_error: 72.1807 - val_loss: 89.6671 - val_mean_squared_error: 89.6671
Epoch 11/30
81/81 [==============================] - 4s 49ms/step - loss: 119.0492 - mean_squared_error: 119.0492 - val_loss: 641.8558 - val_mean_squared_error: 641.8558
Epoch 12/30
81/81 [==============================] - 4s 47ms/step - loss: 213.0348 - mean_squared_error: 213.0348 - val_loss: 861.5882 - val_mean_squared_error: 861.5882
Epoch 13/30
81/81 [==============================] - 4s 44ms/step - loss: 86.1698 - mean_squared_error: 86.1698 - val_loss: 1161.0488 - val_mean_squared_error: 1161.0488
Epoch 14/30
81/81 [==============================] - 4s 51ms/step - loss: 128.0717 - mean_squared_error: 128.0717 - val_loss: 548.1895 - val_mean_squared_error: 548.1895
Epoch 15/30
81/81 [==============================] - 4s 46ms/step - loss: 77.4300 - mean_squared_error: 77.4300 - val_loss: 29.7091 - val_mean_squared_error: 29.7091
Epoch 16/30
81/81 [==============================] - 4s 47ms/step - loss: 69.8644 - mean_squared_error: 69.8644 - val_loss: 38.4513 - val_mean_squared_error: 38.4513
Epoch 17/30
81/81 [==============================] - 4s 44ms/step - loss: 63.0207 - mean_squared_error: 63.0207 - val_loss: 21.6350 - val_mean_squared_error: 21.6350
Epoch 18/30
81/81 [==============================] - 4s 43ms/step - loss: 71.8922 - mean_squared_error: 71.8922 - val_loss: 331.2682 - val_mean_squared_error: 331.2682
Epoch 19/30
81/81 [==============================] - 4s 45ms/step - loss: 55.7893 - mean_squared_error: 55.7893 - val_loss: 16.5930 - val_mean_squared_error: 16.5930
Epoch 20/30
81/81 [==============================] - 4s 45ms/step - loss: 58.8100 - mean_squared_error: 58.8100 - val_loss: 20.2222 - val_mean_squared_error: 20.2222
Epoch 21/30
81/81 [==============================] - 4s 44ms/step - loss: 47.0698 - mean_squared_error: 47.0698 - val_loss: 136.8367 - val_mean_squared_error: 136.8367
Epoch 22/30
81/81 [==============================] - 4s 44ms/step - loss: 46.8571 - mean_squared_error: 46.8571 - val_loss: 48.7737 - val_mean_squared_error: 48.7737
Epoch 23/30
81/81 [==============================] - 4s 45ms/step - loss: 43.3744 - mean_squared_error: 43.3744 - val_loss: 37.2042 - val_mean_squared_error: 37.2042
Epoch 24/30
81/81 [==============================] - 3s 43ms/step - loss: 50.8785 - mean_squared_error: 50.8785 - val_loss: 36.0768 - val_mean_squared_error: 36.0768
Epoch 25/30
81/81 [==============================] - 4s 44ms/step - loss: 49.3481 - mean_squared_error: 49.3481 - val_loss: 54.5790 - val_mean_squared_error: 54.5789
Epoch 26/30
81/81 [==============================] - 3s 43ms/step - loss: 52.1688 - mean_squared_error: 52.1688 - val_loss: 57.0047 - val_mean_squared_error: 57.0047
Epoch 27/30
81/81 [==============================] - 4s 46ms/step - loss: 48.3774 - mean_squared_error: 48.3774 - val_loss: 94.9423 - val_mean_squared_error: 94.9422
Epoch 28/30
81/81 [==============================] - 4s 45ms/step - loss: 40.3455 - mean_squared_error: 40.3455 - val_loss: 14.6275 - val_mean_squared_error: 14.6275
Epoch 29/30
81/81 [==============================] - 4s 44ms/step - loss: 44.1289 - mean_squared_error: 44.1289 - val_loss: 26.5336 - val_mean_squared_error: 26.5336
Epoch 30/30
81/81 [==============================] - 4s 43ms/step - loss: 42.8629 - mean_squared_error: 42.8629 - val_loss: 20.8455 - val_mean_squared_error: 20.8455
2022-12-10 16:29:38.655806: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:29:38.901462: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:29:39.665416: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:29:40.463337: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx :  0
best_solution :  [0 1 1 1 1 0 1 0 1 0 0 0 1 0 1 1 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 1 0 1 1 1 1
 1 1 0 0 0 0 0 0 1 1 0 1 0 1 1 1 0 0 0 0 1 1 0 0 1 1 0 1 0 1 1 1 0 0 1 1 1
 1 1 1 0 1 0 1]
Selected indices :  [ 1  2  3  4  6  8 12 14 15 17 22 28 31 33 34 35 36 37 38 45 46 48 50 51
 52 57 58 61 62 64 66 67 68 71 72 73 74 75 76 78 80]
Number of selected elements :  41
Best solution fitness :  0.028247793027413055
Generation:  11
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 41)
(286, 41)
Epoch 1/30
2022-12-10 16:29:47.219556: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:29:48.012450: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:29:49.307302: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:29:50.702252: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:29:53.780426: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:29:56.165767: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:29:58.507506: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4773.0903 - mean_squared_error: 4773.0903
2022-12-10 16:30:36.683395: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:30:36.953027: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:30:37.664937: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:30:38.424578: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 59s 548ms/step - loss: 4773.0903 - mean_squared_error: 4773.0903 - val_loss: 1816.2178 - val_mean_squared_error: 1816.2178
Epoch 2/30
81/81 [==============================] - 6s 75ms/step - loss: 2358.3079 - mean_squared_error: 2358.3079 - val_loss: 257.7982 - val_mean_squared_error: 257.7982
Epoch 3/30
81/81 [==============================] - 6s 73ms/step - loss: 1221.0896 - mean_squared_error: 1221.0896 - val_loss: 109.6977 - val_mean_squared_error: 109.6977
Epoch 4/30
81/81 [==============================] - 4s 51ms/step - loss: 2155.4456 - mean_squared_error: 2155.4456 - val_loss: 51.2218 - val_mean_squared_error: 51.2218
Epoch 5/30
81/81 [==============================] - 4s 52ms/step - loss: 625.1752 - mean_squared_error: 625.1752 - val_loss: 18.7798 - val_mean_squared_error: 18.7798
Epoch 6/30
81/81 [==============================] - 4s 50ms/step - loss: 595.2383 - mean_squared_error: 595.2383 - val_loss: 309.2605 - val_mean_squared_error: 309.2605
Epoch 7/30
81/81 [==============================] - 4s 51ms/step - loss: 582.1758 - mean_squared_error: 582.1758 - val_loss: 2102.2021 - val_mean_squared_error: 2102.2021
Epoch 8/30
81/81 [==============================] - 4s 51ms/step - loss: 511.7604 - mean_squared_error: 511.7604 - val_loss: 2146.1824 - val_mean_squared_error: 2146.1824
Epoch 9/30
81/81 [==============================] - 4s 54ms/step - loss: 320.3507 - mean_squared_error: 320.3507 - val_loss: 2609.9155 - val_mean_squared_error: 2609.9155
Epoch 10/30
81/81 [==============================] - 4s 49ms/step - loss: 202.9311 - mean_squared_error: 202.9311 - val_loss: 1970.2235 - val_mean_squared_error: 1970.2235
Epoch 11/30
81/81 [==============================] - 4s 47ms/step - loss: 179.5925 - mean_squared_error: 179.5925 - val_loss: 2825.7715 - val_mean_squared_error: 2825.7715
Epoch 12/30
81/81 [==============================] - 4s 50ms/step - loss: 147.1585 - mean_squared_error: 147.1585 - val_loss: 1165.8317 - val_mean_squared_error: 1165.8317
Epoch 13/30
81/81 [==============================] - 4s 53ms/step - loss: 127.2913 - mean_squared_error: 127.2913 - val_loss: 1145.1316 - val_mean_squared_error: 1145.1316
Epoch 14/30
81/81 [==============================] - 4s 50ms/step - loss: 119.1814 - mean_squared_error: 119.1814 - val_loss: 1352.9031 - val_mean_squared_error: 1352.9031
Epoch 15/30
81/81 [==============================] - 5s 56ms/step - loss: 107.4135 - mean_squared_error: 107.4135 - val_loss: 1981.3911 - val_mean_squared_error: 1981.3911
Epoch 16/30
81/81 [==============================] - 4s 50ms/step - loss: 97.8644 - mean_squared_error: 97.8644 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 17/30
81/81 [==============================] - 4s 48ms/step - loss: 93.8444 - mean_squared_error: 93.8444 - val_loss: 1025.5747 - val_mean_squared_error: 1025.5747
Epoch 18/30
81/81 [==============================] - 4s 46ms/step - loss: 85.8421 - mean_squared_error: 85.8421 - val_loss: 3162.5166 - val_mean_squared_error: 3162.5166
Epoch 19/30
81/81 [==============================] - 4s 52ms/step - loss: 82.5167 - mean_squared_error: 82.5167 - val_loss: 2639.1316 - val_mean_squared_error: 2639.1316
Epoch 20/30
81/81 [==============================] - 4s 51ms/step - loss: 89.2906 - mean_squared_error: 89.2906 - val_loss: 2085.1333 - val_mean_squared_error: 2085.1333
Epoch 21/30
81/81 [==============================] - 4s 50ms/step - loss: 69.5862 - mean_squared_error: 69.5862 - val_loss: 2678.7195 - val_mean_squared_error: 2678.7195
Epoch 22/30
81/81 [==============================] - 4s 48ms/step - loss: 72.5949 - mean_squared_error: 72.5949 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 23/30
81/81 [==============================] - 4s 47ms/step - loss: 68.9910 - mean_squared_error: 68.9910 - val_loss: 2410.4175 - val_mean_squared_error: 2410.4175
Epoch 24/30
81/81 [==============================] - 4s 47ms/step - loss: 60.5791 - mean_squared_error: 60.5791 - val_loss: 1908.1534 - val_mean_squared_error: 1908.1532
Epoch 25/30
81/81 [==============================] - 4s 48ms/step - loss: 56.7523 - mean_squared_error: 56.7523 - val_loss: 2173.9722 - val_mean_squared_error: 2173.9722
Epoch 26/30
81/81 [==============================] - 4s 46ms/step - loss: 62.2013 - mean_squared_error: 62.2013 - val_loss: 1297.5875 - val_mean_squared_error: 1297.5875
Epoch 27/30
81/81 [==============================] - 4s 49ms/step - loss: 62.2273 - mean_squared_error: 62.2273 - val_loss: 2863.4004 - val_mean_squared_error: 2863.4004
Epoch 28/30
81/81 [==============================] - 4s 47ms/step - loss: 57.0546 - mean_squared_error: 57.0546 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 29/30
81/81 [==============================] - 4s 46ms/step - loss: 58.9833 - mean_squared_error: 58.9833 - val_loss: 2239.7219 - val_mean_squared_error: 2239.7219
Epoch 30/30
81/81 [==============================] - 4s 52ms/step - loss: 48.4930 - mean_squared_error: 48.4930 - val_loss: 3007.2900 - val_mean_squared_error: 3007.2900
2022-12-10 16:32:44.638043: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:32:44.862055: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:32:45.650333: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:32:46.441724: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.12548801 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.15281651 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.18600112 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.07933631 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.07306191 ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.08951478 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 16:32:52.403465: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:32:53.220176: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:32:54.561294: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:32:55.973416: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:32:59.024290: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:33:01.359851: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:33:03.675860: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4659.8354 - mean_squared_error: 4659.8354
2022-12-10 16:33:41.468251: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:33:41.641378: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:33:42.453594: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:33:43.258389: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 57s 536ms/step - loss: 4659.8354 - mean_squared_error: 4659.8354 - val_loss: 2856.0723 - val_mean_squared_error: 2856.0720
Epoch 2/30
81/81 [==============================] - 6s 80ms/step - loss: 1858.0278 - mean_squared_error: 1858.0278 - val_loss: 34.2018 - val_mean_squared_error: 34.2018
Epoch 3/30
81/81 [==============================] - 5s 66ms/step - loss: 1155.2306 - mean_squared_error: 1155.2306 - val_loss: 89.7410 - val_mean_squared_error: 89.7410
Epoch 4/30
81/81 [==============================] - 5s 58ms/step - loss: 804.6956 - mean_squared_error: 804.6956 - val_loss: 72.1801 - val_mean_squared_error: 72.1801
Epoch 5/30
81/81 [==============================] - 5s 57ms/step - loss: 720.4186 - mean_squared_error: 720.4186 - val_loss: 34.5807 - val_mean_squared_error: 34.5807
Epoch 6/30
81/81 [==============================] - 4s 51ms/step - loss: 538.3378 - mean_squared_error: 538.3378 - val_loss: 656.4244 - val_mean_squared_error: 656.4244
Epoch 7/30
81/81 [==============================] - 4s 51ms/step - loss: 557.8803 - mean_squared_error: 557.8803 - val_loss: 306.2372 - val_mean_squared_error: 306.2372
Epoch 8/30
81/81 [==============================] - 4s 48ms/step - loss: 151.3519 - mean_squared_error: 151.3519 - val_loss: 219.0499 - val_mean_squared_error: 219.0499
Epoch 9/30
81/81 [==============================] - 4s 47ms/step - loss: 83.2859 - mean_squared_error: 83.2859 - val_loss: 26.9548 - val_mean_squared_error: 26.9548
Epoch 10/30
81/81 [==============================] - 4s 46ms/step - loss: 80.2298 - mean_squared_error: 80.2298 - val_loss: 28.5216 - val_mean_squared_error: 28.5216
Epoch 11/30
81/81 [==============================] - 4s 48ms/step - loss: 75.0829 - mean_squared_error: 75.0829 - val_loss: 33.3536 - val_mean_squared_error: 33.3536
Epoch 12/30
81/81 [==============================] - 4s 44ms/step - loss: 62.3475 - mean_squared_error: 62.3475 - val_loss: 30.2308 - val_mean_squared_error: 30.2308
Epoch 13/30
81/81 [==============================] - 4s 48ms/step - loss: 58.5999 - mean_squared_error: 58.5999 - val_loss: 28.1841 - val_mean_squared_error: 28.1841
Epoch 14/30
81/81 [==============================] - 4s 46ms/step - loss: 64.9880 - mean_squared_error: 64.9880 - val_loss: 28.6405 - val_mean_squared_error: 28.6405
Epoch 15/30
81/81 [==============================] - 4s 45ms/step - loss: 54.1157 - mean_squared_error: 54.1157 - val_loss: 23.7322 - val_mean_squared_error: 23.7322
Epoch 16/30
81/81 [==============================] - 4s 47ms/step - loss: 49.5682 - mean_squared_error: 49.5682 - val_loss: 30.7508 - val_mean_squared_error: 30.7508
Epoch 17/30
81/81 [==============================] - 4s 44ms/step - loss: 50.0402 - mean_squared_error: 50.0402 - val_loss: 47.3871 - val_mean_squared_error: 47.3871
Epoch 18/30
81/81 [==============================] - 4s 45ms/step - loss: 52.8741 - mean_squared_error: 52.8741 - val_loss: 39.9474 - val_mean_squared_error: 39.9474
Epoch 19/30
81/81 [==============================] - 4s 44ms/step - loss: 51.4138 - mean_squared_error: 51.4138 - val_loss: 34.6837 - val_mean_squared_error: 34.6837
Epoch 20/30
81/81 [==============================] - 4s 44ms/step - loss: 49.8079 - mean_squared_error: 49.8079 - val_loss: 50.2025 - val_mean_squared_error: 50.2025
Epoch 21/30
81/81 [==============================] - 4s 47ms/step - loss: 47.9780 - mean_squared_error: 47.9780 - val_loss: 42.6802 - val_mean_squared_error: 42.6802
Epoch 22/30
81/81 [==============================] - 4s 44ms/step - loss: 46.1329 - mean_squared_error: 46.1329 - val_loss: 43.6254 - val_mean_squared_error: 43.6254
Epoch 23/30
81/81 [==============================] - 4s 44ms/step - loss: 43.3452 - mean_squared_error: 43.3452 - val_loss: 43.1910 - val_mean_squared_error: 43.1910
Epoch 24/30
81/81 [==============================] - 3s 43ms/step - loss: 40.5156 - mean_squared_error: 40.5156 - val_loss: 38.5270 - val_mean_squared_error: 38.5270
Epoch 25/30
81/81 [==============================] - 4s 47ms/step - loss: 42.2363 - mean_squared_error: 42.2363 - val_loss: 56.7121 - val_mean_squared_error: 56.7121
Epoch 26/30
81/81 [==============================] - 4s 44ms/step - loss: 40.4473 - mean_squared_error: 40.4473 - val_loss: 31.8822 - val_mean_squared_error: 31.8822
Epoch 27/30
81/81 [==============================] - 3s 43ms/step - loss: 40.0507 - mean_squared_error: 40.0507 - val_loss: 73.7256 - val_mean_squared_error: 73.7256
Epoch 28/30
81/81 [==============================] - 4s 44ms/step - loss: 39.6693 - mean_squared_error: 39.6693 - val_loss: 43.1646 - val_mean_squared_error: 43.1646
Epoch 29/30
81/81 [==============================] - 3s 43ms/step - loss: 37.6143 - mean_squared_error: 37.6143 - val_loss: 43.2378 - val_mean_squared_error: 43.2378
Epoch 30/30
81/81 [==============================] - 4s 44ms/step - loss: 38.8648 - mean_squared_error: 38.8648 - val_loss: 37.0326 - val_mean_squared_error: 37.0326
2022-12-10 16:35:41.779460: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:35:42.079797: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:35:42.817788: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:35:43.618254: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 16:35:50.079848: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:35:50.906477: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:35:52.201652: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:35:53.567655: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:35:56.489284: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:35:58.822021: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:36:01.049450: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4916.9995 - mean_squared_error: 4916.9995
2022-12-10 16:36:39.746386: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:36:40.029114: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:36:40.773980: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:36:41.573313: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 58s 552ms/step - loss: 4916.9995 - mean_squared_error: 4916.9995 - val_loss: 3150.4785 - val_mean_squared_error: 3150.4785
Epoch 2/30
81/81 [==============================] - 6s 76ms/step - loss: 2722.1582 - mean_squared_error: 2722.1582 - val_loss: 151.0104 - val_mean_squared_error: 151.0104
Epoch 3/30
81/81 [==============================] - 5s 65ms/step - loss: 1402.8612 - mean_squared_error: 1402.8612 - val_loss: 793.5084 - val_mean_squared_error: 793.5084
Epoch 4/30
81/81 [==============================] - 6s 73ms/step - loss: 647.5341 - mean_squared_error: 647.5341 - val_loss: 1906.5258 - val_mean_squared_error: 1906.5258
Epoch 5/30
81/81 [==============================] - 4s 54ms/step - loss: 129.1487 - mean_squared_error: 129.1487 - val_loss: 461.6914 - val_mean_squared_error: 461.6914
Epoch 6/30
81/81 [==============================] - 4s 52ms/step - loss: 89.4881 - mean_squared_error: 89.4881 - val_loss: 23.9946 - val_mean_squared_error: 23.9946
Epoch 7/30
81/81 [==============================] - 5s 56ms/step - loss: 83.1848 - mean_squared_error: 83.1848 - val_loss: 196.1004 - val_mean_squared_error: 196.1004
Epoch 8/30
81/81 [==============================] - 4s 53ms/step - loss: 80.4195 - mean_squared_error: 80.4195 - val_loss: 49.7749 - val_mean_squared_error: 49.7749
Epoch 9/30
81/81 [==============================] - 4s 50ms/step - loss: 68.9247 - mean_squared_error: 68.9247 - val_loss: 132.4286 - val_mean_squared_error: 132.4286
Epoch 10/30
81/81 [==============================] - 4s 47ms/step - loss: 63.3924 - mean_squared_error: 63.3924 - val_loss: 141.0014 - val_mean_squared_error: 141.0014
Epoch 11/30
81/81 [==============================] - 4s 47ms/step - loss: 61.6524 - mean_squared_error: 61.6524 - val_loss: 274.7610 - val_mean_squared_error: 274.7610
Epoch 12/30
81/81 [==============================] - 4s 48ms/step - loss: 67.7833 - mean_squared_error: 67.7833 - val_loss: 188.6649 - val_mean_squared_error: 188.6649
Epoch 13/30
81/81 [==============================] - 4s 46ms/step - loss: 56.1798 - mean_squared_error: 56.1798 - val_loss: 329.6548 - val_mean_squared_error: 329.6548
Epoch 14/30
81/81 [==============================] - 4s 46ms/step - loss: 59.3055 - mean_squared_error: 59.3055 - val_loss: 224.1157 - val_mean_squared_error: 224.1157
Epoch 15/30
81/81 [==============================] - 4s 47ms/step - loss: 57.5699 - mean_squared_error: 57.5699 - val_loss: 120.5757 - val_mean_squared_error: 120.5757
Epoch 16/30
81/81 [==============================] - 4s 45ms/step - loss: 50.7291 - mean_squared_error: 50.7291 - val_loss: 182.3092 - val_mean_squared_error: 182.3092
Epoch 17/30
81/81 [==============================] - 4s 50ms/step - loss: 54.3102 - mean_squared_error: 54.3102 - val_loss: 410.1819 - val_mean_squared_error: 410.1819
Epoch 18/30
81/81 [==============================] - 4s 45ms/step - loss: 51.8098 - mean_squared_error: 51.8098 - val_loss: 286.4022 - val_mean_squared_error: 286.4022
Epoch 19/30
81/81 [==============================] - 4s 44ms/step - loss: 48.3653 - mean_squared_error: 48.3653 - val_loss: 127.3832 - val_mean_squared_error: 127.3832
Epoch 20/30
81/81 [==============================] - 4s 46ms/step - loss: 49.1662 - mean_squared_error: 49.1662 - val_loss: 183.8951 - val_mean_squared_error: 183.8950
Epoch 21/30
81/81 [==============================] - 4s 45ms/step - loss: 46.2233 - mean_squared_error: 46.2233 - val_loss: 192.5053 - val_mean_squared_error: 192.5053
Epoch 22/30
81/81 [==============================] - 4s 47ms/step - loss: 44.8585 - mean_squared_error: 44.8585 - val_loss: 129.1410 - val_mean_squared_error: 129.1410
Epoch 23/30
81/81 [==============================] - 4s 46ms/step - loss: 53.1615 - mean_squared_error: 53.1615 - val_loss: 185.9536 - val_mean_squared_error: 185.9536
Epoch 24/30
81/81 [==============================] - 4s 44ms/step - loss: 48.7750 - mean_squared_error: 48.7750 - val_loss: 193.7164 - val_mean_squared_error: 193.7164
Epoch 25/30
81/81 [==============================] - 4s 47ms/step - loss: 43.5912 - mean_squared_error: 43.5912 - val_loss: 279.8561 - val_mean_squared_error: 279.8561
Epoch 26/30
81/81 [==============================] - 4s 46ms/step - loss: 41.8791 - mean_squared_error: 41.8791 - val_loss: 219.2424 - val_mean_squared_error: 219.2423
Epoch 27/30
81/81 [==============================] - 4s 44ms/step - loss: 45.7768 - mean_squared_error: 45.7768 - val_loss: 222.0686 - val_mean_squared_error: 222.0686
Epoch 28/30
81/81 [==============================] - 4s 46ms/step - loss: 46.8035 - mean_squared_error: 46.8035 - val_loss: 160.6827 - val_mean_squared_error: 160.6827
Epoch 29/30
81/81 [==============================] - 4s 46ms/step - loss: 39.7643 - mean_squared_error: 39.7643 - val_loss: 107.5142 - val_mean_squared_error: 107.5142
Epoch 30/30
81/81 [==============================] - 4s 45ms/step - loss: 37.4946 - mean_squared_error: 37.4946 - val_loss: 59.4381 - val_mean_squared_error: 59.4381
2022-12-10 16:38:43.848627: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:38:44.119086: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:38:44.928806: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:38:45.758051: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 16:38:52.174342: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:38:52.829640: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:38:54.171770: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:38:55.472972: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:38:58.518649: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:39:00.987991: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:39:03.272546: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4724.3843 - mean_squared_error: 4724.3843
2022-12-10 16:39:42.806052: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:39:43.095064: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:39:43.828922: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:39:44.602492: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 59s 568ms/step - loss: 4724.3843 - mean_squared_error: 4724.3843 - val_loss: 465.1178 - val_mean_squared_error: 465.1178
Epoch 2/30
81/81 [==============================] - 6s 75ms/step - loss: 2107.7341 - mean_squared_error: 2107.7341 - val_loss: 123.2652 - val_mean_squared_error: 123.2652
Epoch 3/30
81/81 [==============================] - 5s 64ms/step - loss: 1108.9199 - mean_squared_error: 1108.9199 - val_loss: 183.0883 - val_mean_squared_error: 183.0883
Epoch 4/30
81/81 [==============================] - 5s 63ms/step - loss: 305.1198 - mean_squared_error: 305.1198 - val_loss: 870.5928 - val_mean_squared_error: 870.5928
Epoch 5/30
81/81 [==============================] - 4s 51ms/step - loss: 96.5169 - mean_squared_error: 96.5169 - val_loss: 138.9700 - val_mean_squared_error: 138.9700
Epoch 6/30
81/81 [==============================] - 4s 51ms/step - loss: 88.6722 - mean_squared_error: 88.6722 - val_loss: 54.1212 - val_mean_squared_error: 54.1212
Epoch 7/30
81/81 [==============================] - 4s 46ms/step - loss: 66.3422 - mean_squared_error: 66.3422 - val_loss: 15.2324 - val_mean_squared_error: 15.2324
Epoch 8/30
81/81 [==============================] - 4s 50ms/step - loss: 71.8656 - mean_squared_error: 71.8656 - val_loss: 21.3936 - val_mean_squared_error: 21.3936
Epoch 9/30
81/81 [==============================] - 4s 48ms/step - loss: 68.9502 - mean_squared_error: 68.9502 - val_loss: 55.6607 - val_mean_squared_error: 55.6607
Epoch 10/30
81/81 [==============================] - 4s 44ms/step - loss: 65.9145 - mean_squared_error: 65.9145 - val_loss: 22.1356 - val_mean_squared_error: 22.1356
Epoch 11/30
81/81 [==============================] - 4s 48ms/step - loss: 62.0226 - mean_squared_error: 62.0226 - val_loss: 52.0222 - val_mean_squared_error: 52.0222
Epoch 12/30
81/81 [==============================] - 4s 47ms/step - loss: 56.3225 - mean_squared_error: 56.3225 - val_loss: 142.1562 - val_mean_squared_error: 142.1562
Epoch 13/30
81/81 [==============================] - 4s 44ms/step - loss: 56.1412 - mean_squared_error: 56.1412 - val_loss: 23.1128 - val_mean_squared_error: 23.1128
Epoch 14/30
81/81 [==============================] - 4s 46ms/step - loss: 54.2196 - mean_squared_error: 54.2196 - val_loss: 28.1360 - val_mean_squared_error: 28.1360
Epoch 15/30
81/81 [==============================] - 4s 45ms/step - loss: 54.1269 - mean_squared_error: 54.1269 - val_loss: 20.7331 - val_mean_squared_error: 20.7331
Epoch 16/30
81/81 [==============================] - 4s 43ms/step - loss: 54.0375 - mean_squared_error: 54.0375 - val_loss: 41.0411 - val_mean_squared_error: 41.0411
Epoch 17/30
81/81 [==============================] - 4s 45ms/step - loss: 48.3701 - mean_squared_error: 48.3701 - val_loss: 17.9948 - val_mean_squared_error: 17.9948
Epoch 18/30
81/81 [==============================] - 4s 44ms/step - loss: 52.0673 - mean_squared_error: 52.0673 - val_loss: 13.1533 - val_mean_squared_error: 13.1533
Epoch 19/30
81/81 [==============================] - 4s 46ms/step - loss: 49.5904 - mean_squared_error: 49.5904 - val_loss: 11.0577 - val_mean_squared_error: 11.0577
Epoch 20/30
81/81 [==============================] - 4s 45ms/step - loss: 53.6552 - mean_squared_error: 53.6552 - val_loss: 15.6542 - val_mean_squared_error: 15.6542
Epoch 21/30
81/81 [==============================] - 4s 47ms/step - loss: 50.3393 - mean_squared_error: 50.3393 - val_loss: 30.2747 - val_mean_squared_error: 30.2747
Epoch 22/30
81/81 [==============================] - 4s 45ms/step - loss: 46.2382 - mean_squared_error: 46.2382 - val_loss: 27.4069 - val_mean_squared_error: 27.4069
Epoch 23/30
81/81 [==============================] - 3s 43ms/step - loss: 47.1528 - mean_squared_error: 47.1528 - val_loss: 79.4908 - val_mean_squared_error: 79.4908
Epoch 24/30
81/81 [==============================] - 4s 44ms/step - loss: 51.4576 - mean_squared_error: 51.4576 - val_loss: 90.2921 - val_mean_squared_error: 90.2921
Epoch 25/30
81/81 [==============================] - 5s 63ms/step - loss: 46.5212 - mean_squared_error: 46.5212 - val_loss: 23.1480 - val_mean_squared_error: 23.1480
Epoch 26/30
81/81 [==============================] - 4s 43ms/step - loss: 50.0247 - mean_squared_error: 50.0247 - val_loss: 43.4546 - val_mean_squared_error: 43.4546
Epoch 27/30
81/81 [==============================] - 3s 43ms/step - loss: 47.4045 - mean_squared_error: 47.4045 - val_loss: 16.0201 - val_mean_squared_error: 16.0201
Epoch 28/30
81/81 [==============================] - 4s 45ms/step - loss: 45.4176 - mean_squared_error: 45.4176 - val_loss: 15.4199 - val_mean_squared_error: 15.4199
Epoch 29/30
81/81 [==============================] - 3s 43ms/step - loss: 41.4769 - mean_squared_error: 41.4769 - val_loss: 28.8746 - val_mean_squared_error: 28.8746
Epoch 30/30
81/81 [==============================] - 3s 43ms/step - loss: 41.4716 - mean_squared_error: 41.4716 - val_loss: 15.8610 - val_mean_squared_error: 15.8610
2022-12-10 16:41:44.196712: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:41:44.403252: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:41:45.180125: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:41:45.969884: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 16:41:52.195468: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:41:52.784495: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:41:54.130139: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:41:55.431937: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:41:58.308550: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:42:00.588531: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:42:02.815204: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4748.9009 - mean_squared_error: 4748.9009
2022-12-10 16:42:43.844491: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:42:44.028010: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:42:44.847536: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:42:45.658994: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 60s 584ms/step - loss: 4748.9009 - mean_squared_error: 4748.9009 - val_loss: 1615.1614 - val_mean_squared_error: 1615.1614
Epoch 2/30
81/81 [==============================] - 6s 74ms/step - loss: 2410.1135 - mean_squared_error: 2410.1135 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 5s 64ms/step - loss: 1325.2092 - mean_squared_error: 1325.2092 - val_loss: 248.8615 - val_mean_squared_error: 248.8615
Epoch 4/30
81/81 [==============================] - 5s 59ms/step - loss: 1362.5352 - mean_squared_error: 1362.5352 - val_loss: 59.7434 - val_mean_squared_error: 59.7434
Epoch 5/30
81/81 [==============================] - 4s 48ms/step - loss: 1090.0511 - mean_squared_error: 1090.0511 - val_loss: 402.3369 - val_mean_squared_error: 402.3369
Epoch 6/30
81/81 [==============================] - 4s 44ms/step - loss: 725.8101 - mean_squared_error: 725.8101 - val_loss: 4889.8306 - val_mean_squared_error: 4889.8306
Epoch 7/30
81/81 [==============================] - 4s 50ms/step - loss: 235.0648 - mean_squared_error: 235.0648 - val_loss: 264.1082 - val_mean_squared_error: 264.1082
Epoch 8/30
81/81 [==============================] - 4s 49ms/step - loss: 116.1758 - mean_squared_error: 116.1758 - val_loss: 77.1215 - val_mean_squared_error: 77.1215
Epoch 9/30
81/81 [==============================] - 4s 47ms/step - loss: 96.5121 - mean_squared_error: 96.5121 - val_loss: 21.4075 - val_mean_squared_error: 21.4075
Epoch 10/30
81/81 [==============================] - 4s 46ms/step - loss: 84.5732 - mean_squared_error: 84.5732 - val_loss: 19.6802 - val_mean_squared_error: 19.6802
Epoch 11/30
81/81 [==============================] - 4s 46ms/step - loss: 74.3099 - mean_squared_error: 74.3099 - val_loss: 18.2594 - val_mean_squared_error: 18.2594
Epoch 12/30
81/81 [==============================] - 4s 47ms/step - loss: 71.2179 - mean_squared_error: 71.2179 - val_loss: 154.8487 - val_mean_squared_error: 154.8487
Epoch 13/30
81/81 [==============================] - 4s 44ms/step - loss: 63.0608 - mean_squared_error: 63.0608 - val_loss: 17.4704 - val_mean_squared_error: 17.4704
Epoch 14/30
81/81 [==============================] - 4s 44ms/step - loss: 65.3066 - mean_squared_error: 65.3066 - val_loss: 24.3095 - val_mean_squared_error: 24.3095
Epoch 15/30
81/81 [==============================] - 4s 46ms/step - loss: 58.6328 - mean_squared_error: 58.6328 - val_loss: 21.0847 - val_mean_squared_error: 21.0847
Epoch 16/30
81/81 [==============================] - 4s 48ms/step - loss: 52.5157 - mean_squared_error: 52.5157 - val_loss: 14.1754 - val_mean_squared_error: 14.1754
Epoch 17/30
81/81 [==============================] - 4s 44ms/step - loss: 47.6513 - mean_squared_error: 47.6513 - val_loss: 17.2264 - val_mean_squared_error: 17.2264
Epoch 18/30
81/81 [==============================] - 4s 44ms/step - loss: 54.9111 - mean_squared_error: 54.9111 - val_loss: 58.7019 - val_mean_squared_error: 58.7019
Epoch 19/30
81/81 [==============================] - 4s 43ms/step - loss: 54.9249 - mean_squared_error: 54.9249 - val_loss: 25.5324 - val_mean_squared_error: 25.5324
Epoch 20/30
81/81 [==============================] - 4s 43ms/step - loss: 50.4441 - mean_squared_error: 50.4441 - val_loss: 53.5924 - val_mean_squared_error: 53.5924
Epoch 21/30
81/81 [==============================] - 3s 42ms/step - loss: 51.1617 - mean_squared_error: 51.1617 - val_loss: 25.6496 - val_mean_squared_error: 25.6496
Epoch 22/30
81/81 [==============================] - 4s 44ms/step - loss: 41.6250 - mean_squared_error: 41.6250 - val_loss: 18.0667 - val_mean_squared_error: 18.0667
Epoch 23/30
81/81 [==============================] - 3s 43ms/step - loss: 45.5941 - mean_squared_error: 45.5941 - val_loss: 79.8887 - val_mean_squared_error: 79.8887
Epoch 24/30
81/81 [==============================] - 3s 42ms/step - loss: 40.3877 - mean_squared_error: 40.3877 - val_loss: 64.2033 - val_mean_squared_error: 64.2033
Epoch 25/30
81/81 [==============================] - 3s 43ms/step - loss: 40.3232 - mean_squared_error: 40.3232 - val_loss: 30.2826 - val_mean_squared_error: 30.2826
Epoch 26/30
81/81 [==============================] - 4s 44ms/step - loss: 41.6255 - mean_squared_error: 41.6255 - val_loss: 50.6810 - val_mean_squared_error: 50.6810
Epoch 27/30
81/81 [==============================] - 3s 42ms/step - loss: 41.3760 - mean_squared_error: 41.3760 - val_loss: 63.9357 - val_mean_squared_error: 63.9357
Epoch 28/30
81/81 [==============================] - 3s 43ms/step - loss: 46.5804 - mean_squared_error: 46.5804 - val_loss: 26.9295 - val_mean_squared_error: 26.9295
Epoch 29/30
81/81 [==============================] - 4s 45ms/step - loss: 38.6111 - mean_squared_error: 38.6111 - val_loss: 25.0293 - val_mean_squared_error: 25.0293
Epoch 30/30
81/81 [==============================] - 3s 42ms/step - loss: 42.8357 - mean_squared_error: 42.8357 - val_loss: 26.8476 - val_mean_squared_error: 26.8476
2022-12-10 16:44:41.233705: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:44:41.455591: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:44:42.248574: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:44:43.039201: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.027378953888524512
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 16:44:50.025981: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:44:50.845169: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:44:52.241848: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:44:53.685975: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:44:56.832599: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:44:59.320235: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:45:01.688082: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4605.6821 - mean_squared_error: 4605.6821
2022-12-10 16:45:41.084437: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:45:41.287345: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:45:42.095776: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:45:42.891462: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 60s 560ms/step - loss: 4605.6821 - mean_squared_error: 4605.6821 - val_loss: 890.1812 - val_mean_squared_error: 890.1812
Epoch 2/30
81/81 [==============================] - 6s 77ms/step - loss: 2108.4858 - mean_squared_error: 2108.4858 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 6s 69ms/step - loss: 967.1085 - mean_squared_error: 967.1085 - val_loss: 664.4557 - val_mean_squared_error: 664.4557
Epoch 4/30
81/81 [==============================] - 4s 48ms/step - loss: 670.5169 - mean_squared_error: 670.5169 - val_loss: 47.9098 - val_mean_squared_error: 47.9098
Epoch 5/30
81/81 [==============================] - 5s 56ms/step - loss: 492.9008 - mean_squared_error: 492.9008 - val_loss: 75.3258 - val_mean_squared_error: 75.3258
Epoch 6/30
81/81 [==============================] - 4s 48ms/step - loss: 414.4441 - mean_squared_error: 414.4441 - val_loss: 130.6371 - val_mean_squared_error: 130.6371
Epoch 7/30
81/81 [==============================] - 4s 49ms/step - loss: 312.2731 - mean_squared_error: 312.2731 - val_loss: 98.8513 - val_mean_squared_error: 98.8513
Epoch 8/30
81/81 [==============================] - 4s 44ms/step - loss: 81.6778 - mean_squared_error: 81.6778 - val_loss: 22.8096 - val_mean_squared_error: 22.8096
Epoch 9/30
81/81 [==============================] - 4s 45ms/step - loss: 74.4785 - mean_squared_error: 74.4785 - val_loss: 26.3330 - val_mean_squared_error: 26.3329
Epoch 10/30
81/81 [==============================] - 4s 45ms/step - loss: 62.9892 - mean_squared_error: 62.9892 - val_loss: 63.4506 - val_mean_squared_error: 63.4506
Epoch 11/30
81/81 [==============================] - 4s 48ms/step - loss: 59.4395 - mean_squared_error: 59.4395 - val_loss: 37.5478 - val_mean_squared_error: 37.5478
Epoch 12/30
81/81 [==============================] - 4s 50ms/step - loss: 56.2091 - mean_squared_error: 56.2091 - val_loss: 21.7812 - val_mean_squared_error: 21.7812
Epoch 13/30
81/81 [==============================] - 4s 48ms/step - loss: 53.4104 - mean_squared_error: 53.4104 - val_loss: 20.8942 - val_mean_squared_error: 20.8942
Epoch 14/30
81/81 [==============================] - 4s 44ms/step - loss: 49.0806 - mean_squared_error: 49.0806 - val_loss: 11.7736 - val_mean_squared_error: 11.7736
Epoch 15/30
81/81 [==============================] - 4s 45ms/step - loss: 49.1954 - mean_squared_error: 49.1954 - val_loss: 58.9567 - val_mean_squared_error: 58.9567
Epoch 16/30
81/81 [==============================] - 3s 43ms/step - loss: 39.2330 - mean_squared_error: 39.2330 - val_loss: 18.7443 - val_mean_squared_error: 18.7443
Epoch 17/30
81/81 [==============================] - 4s 45ms/step - loss: 41.2322 - mean_squared_error: 41.2322 - val_loss: 104.5999 - val_mean_squared_error: 104.5999
Epoch 18/30
81/81 [==============================] - 4s 47ms/step - loss: 46.1003 - mean_squared_error: 46.1003 - val_loss: 121.1143 - val_mean_squared_error: 121.1143
Epoch 19/30
81/81 [==============================] - 4s 46ms/step - loss: 51.7948 - mean_squared_error: 51.7948 - val_loss: 10.3531 - val_mean_squared_error: 10.3531
Epoch 20/30
81/81 [==============================] - 4s 43ms/step - loss: 43.0562 - mean_squared_error: 43.0562 - val_loss: 50.3694 - val_mean_squared_error: 50.3694
Epoch 21/30
81/81 [==============================] - 4s 48ms/step - loss: 35.8198 - mean_squared_error: 35.8198 - val_loss: 43.8501 - val_mean_squared_error: 43.8501
Epoch 22/30
81/81 [==============================] - 4s 44ms/step - loss: 41.5012 - mean_squared_error: 41.5012 - val_loss: 16.8944 - val_mean_squared_error: 16.8944
Epoch 23/30
81/81 [==============================] - 3s 43ms/step - loss: 49.9188 - mean_squared_error: 49.9188 - val_loss: 21.7756 - val_mean_squared_error: 21.7756
Epoch 24/30
81/81 [==============================] - 4s 44ms/step - loss: 42.6009 - mean_squared_error: 42.6009 - val_loss: 19.9616 - val_mean_squared_error: 19.9616
Epoch 25/30
81/81 [==============================] - 4s 44ms/step - loss: 47.1218 - mean_squared_error: 47.1218 - val_loss: 92.3371 - val_mean_squared_error: 92.3371
Epoch 26/30
81/81 [==============================] - 4s 52ms/step - loss: 41.0342 - mean_squared_error: 41.0342 - val_loss: 20.0551 - val_mean_squared_error: 20.0551
Epoch 27/30
81/81 [==============================] - 3s 43ms/step - loss: 38.1693 - mean_squared_error: 38.1693 - val_loss: 98.7729 - val_mean_squared_error: 98.7729
Epoch 28/30
81/81 [==============================] - 4s 44ms/step - loss: 45.6289 - mean_squared_error: 45.6289 - val_loss: 20.1008 - val_mean_squared_error: 20.1008
Epoch 29/30
81/81 [==============================] - 3s 43ms/step - loss: 41.4839 - mean_squared_error: 41.4839 - val_loss: 104.6427 - val_mean_squared_error: 104.6427
Epoch 30/30
81/81 [==============================] - 3s 43ms/step - loss: 41.4127 - mean_squared_error: 41.4127 - val_loss: 186.9865 - val_mean_squared_error: 186.9865
2022-12-10 16:47:40.827696: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:47:40.996196: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:47:41.772408: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:47:42.592843: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 16:47:48.920404: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:47:49.623098: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:47:50.825584: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:47:52.170925: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:47:55.103981: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:47:57.382243: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:47:59.679883: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4885.8423 - mean_squared_error: 4885.8423
2022-12-10 16:48:38.582733: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:48:38.825469: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:48:39.592859: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:48:40.398115: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 58s 558ms/step - loss: 4885.8423 - mean_squared_error: 4885.8423 - val_loss: 1028.0376 - val_mean_squared_error: 1028.0376
Epoch 2/30
81/81 [==============================] - 6s 73ms/step - loss: 2387.6045 - mean_squared_error: 2387.6045 - val_loss: 181.1188 - val_mean_squared_error: 181.1188
Epoch 3/30
81/81 [==============================] - 5s 62ms/step - loss: 1185.6615 - mean_squared_error: 1185.6615 - val_loss: 1663.2644 - val_mean_squared_error: 1663.2644
Epoch 4/30
81/81 [==============================] - 5s 67ms/step - loss: 907.7672 - mean_squared_error: 907.7672 - val_loss: 1861.1807 - val_mean_squared_error: 1861.1807
Epoch 5/30
81/81 [==============================] - 4s 51ms/step - loss: 478.9346 - mean_squared_error: 478.9346 - val_loss: 1844.5468 - val_mean_squared_error: 1844.5465
Epoch 6/30
81/81 [==============================] - 4s 51ms/step - loss: 187.8286 - mean_squared_error: 187.8286 - val_loss: 416.1433 - val_mean_squared_error: 416.1433
Epoch 7/30
81/81 [==============================] - 4s 50ms/step - loss: 98.7550 - mean_squared_error: 98.7550 - val_loss: 127.9772 - val_mean_squared_error: 127.9772
Epoch 8/30
81/81 [==============================] - 4s 48ms/step - loss: 84.6039 - mean_squared_error: 84.6039 - val_loss: 15.5647 - val_mean_squared_error: 15.5647
Epoch 9/30
81/81 [==============================] - 4s 47ms/step - loss: 87.0444 - mean_squared_error: 87.0444 - val_loss: 50.3090 - val_mean_squared_error: 50.3090
Epoch 10/30
81/81 [==============================] - 4s 45ms/step - loss: 75.6185 - mean_squared_error: 75.6185 - val_loss: 48.9104 - val_mean_squared_error: 48.9104
Epoch 11/30
81/81 [==============================] - 4s 44ms/step - loss: 64.8494 - mean_squared_error: 64.8494 - val_loss: 30.5436 - val_mean_squared_error: 30.5436
Epoch 12/30
81/81 [==============================] - 4s 44ms/step - loss: 67.7760 - mean_squared_error: 67.7760 - val_loss: 23.8074 - val_mean_squared_error: 23.8074
Epoch 13/30
81/81 [==============================] - 4s 45ms/step - loss: 62.0165 - mean_squared_error: 62.0165 - val_loss: 27.1790 - val_mean_squared_error: 27.1790
Epoch 14/30
81/81 [==============================] - 4s 49ms/step - loss: 62.5108 - mean_squared_error: 62.5108 - val_loss: 27.4481 - val_mean_squared_error: 27.4481
Epoch 15/30
81/81 [==============================] - 3s 43ms/step - loss: 62.5110 - mean_squared_error: 62.5110 - val_loss: 32.0284 - val_mean_squared_error: 32.0284
Epoch 16/30
81/81 [==============================] - 3s 43ms/step - loss: 55.7115 - mean_squared_error: 55.7115 - val_loss: 111.6276 - val_mean_squared_error: 111.6276
Epoch 17/30
81/81 [==============================] - 4s 48ms/step - loss: 54.5806 - mean_squared_error: 54.5806 - val_loss: 209.5464 - val_mean_squared_error: 209.5464
Epoch 18/30
81/81 [==============================] - 4s 45ms/step - loss: 55.7931 - mean_squared_error: 55.7931 - val_loss: 25.2600 - val_mean_squared_error: 25.2600
Epoch 19/30
81/81 [==============================] - 4s 44ms/step - loss: 57.8187 - mean_squared_error: 57.8187 - val_loss: 46.3541 - val_mean_squared_error: 46.3541
Epoch 20/30
81/81 [==============================] - 4s 46ms/step - loss: 60.0916 - mean_squared_error: 60.0916 - val_loss: 22.7920 - val_mean_squared_error: 22.7920
Epoch 21/30
81/81 [==============================] - 4s 44ms/step - loss: 54.7548 - mean_squared_error: 54.7548 - val_loss: 98.0396 - val_mean_squared_error: 98.0396
Epoch 22/30
81/81 [==============================] - 4s 45ms/step - loss: 50.1178 - mean_squared_error: 50.1178 - val_loss: 38.5949 - val_mean_squared_error: 38.5949
Epoch 23/30
81/81 [==============================] - 4s 45ms/step - loss: 56.1588 - mean_squared_error: 56.1588 - val_loss: 31.9477 - val_mean_squared_error: 31.9477
Epoch 24/30
81/81 [==============================] - 3s 43ms/step - loss: 48.0939 - mean_squared_error: 48.0939 - val_loss: 107.8449 - val_mean_squared_error: 107.8449
Epoch 25/30
81/81 [==============================] - 4s 44ms/step - loss: 49.8555 - mean_squared_error: 49.8555 - val_loss: 22.8835 - val_mean_squared_error: 22.8835
Epoch 26/30
81/81 [==============================] - 3s 43ms/step - loss: 46.4566 - mean_squared_error: 46.4566 - val_loss: 14.1088 - val_mean_squared_error: 14.1088
Epoch 27/30
81/81 [==============================] - 3s 43ms/step - loss: 46.4832 - mean_squared_error: 46.4832 - val_loss: 407.6839 - val_mean_squared_error: 407.6839
Epoch 28/30
81/81 [==============================] - 3s 43ms/step - loss: 44.9009 - mean_squared_error: 44.9009 - val_loss: 51.8231 - val_mean_squared_error: 51.8231
Epoch 29/30
81/81 [==============================] - 4s 43ms/step - loss: 42.8306 - mean_squared_error: 42.8306 - val_loss: 106.9070 - val_mean_squared_error: 106.9070
Epoch 30/30
81/81 [==============================] - 4s 44ms/step - loss: 45.4486 - mean_squared_error: 45.4486 - val_loss: 82.7773 - val_mean_squared_error: 82.7773
2022-12-10 16:50:37.451392: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:50:37.672371: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:50:38.424397: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:50:39.234529: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.12548801 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.15281651 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.18600112 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.07933631 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.07306191 ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.08951478 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 16:50:45.449847: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:50:46.020808: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:50:47.346485: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:50:48.737993: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:50:51.675492: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:50:53.912439: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:50:56.229511: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4779.7905 - mean_squared_error: 4779.7905
2022-12-10 16:51:35.996670: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:51:36.171104: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:51:36.985708: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:51:37.778910: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 59s 577ms/step - loss: 4779.7905 - mean_squared_error: 4779.7905 - val_loss: 863.3086 - val_mean_squared_error: 863.3086
Epoch 2/30
81/81 [==============================] - 6s 70ms/step - loss: 2532.9138 - mean_squared_error: 2532.9138 - val_loss: 20.4803 - val_mean_squared_error: 20.4803
Epoch 3/30
81/81 [==============================] - 5s 64ms/step - loss: 1591.9197 - mean_squared_error: 1591.9197 - val_loss: 34.6535 - val_mean_squared_error: 34.6535
Epoch 4/30
81/81 [==============================] - 5s 59ms/step - loss: 912.1740 - mean_squared_error: 912.1740 - val_loss: 2950.0806 - val_mean_squared_error: 2950.0806
Epoch 5/30
81/81 [==============================] - 4s 53ms/step - loss: 206.0515 - mean_squared_error: 206.0515 - val_loss: 942.1285 - val_mean_squared_error: 942.1285
Epoch 6/30
81/81 [==============================] - 4s 50ms/step - loss: 154.9087 - mean_squared_error: 154.9087 - val_loss: 138.0149 - val_mean_squared_error: 138.0149
Epoch 7/30
81/81 [==============================] - 4s 48ms/step - loss: 141.0967 - mean_squared_error: 141.0967 - val_loss: 232.7054 - val_mean_squared_error: 232.7054
Epoch 8/30
81/81 [==============================] - 4s 47ms/step - loss: 121.7942 - mean_squared_error: 121.7942 - val_loss: 34.0440 - val_mean_squared_error: 34.0440
Epoch 9/30
81/81 [==============================] - 4s 44ms/step - loss: 97.7121 - mean_squared_error: 97.7121 - val_loss: 27.4671 - val_mean_squared_error: 27.4671
Epoch 10/30
81/81 [==============================] - 4s 50ms/step - loss: 89.4511 - mean_squared_error: 89.4511 - val_loss: 38.7113 - val_mean_squared_error: 38.7113
Epoch 11/30
81/81 [==============================] - 4s 45ms/step - loss: 82.0449 - mean_squared_error: 82.0449 - val_loss: 44.4863 - val_mean_squared_error: 44.4863
Epoch 12/30
81/81 [==============================] - 4s 45ms/step - loss: 73.8820 - mean_squared_error: 73.8820 - val_loss: 95.9386 - val_mean_squared_error: 95.9386
Epoch 13/30
81/81 [==============================] - 4s 46ms/step - loss: 66.2714 - mean_squared_error: 66.2714 - val_loss: 298.0388 - val_mean_squared_error: 298.0388
Epoch 14/30
81/81 [==============================] - 4s 45ms/step - loss: 63.5748 - mean_squared_error: 63.5748 - val_loss: 171.2914 - val_mean_squared_error: 171.2914
Epoch 15/30
81/81 [==============================] - 4s 44ms/step - loss: 58.3012 - mean_squared_error: 58.3012 - val_loss: 140.3078 - val_mean_squared_error: 140.3078
Epoch 16/30
81/81 [==============================] - 3s 43ms/step - loss: 58.4986 - mean_squared_error: 58.4986 - val_loss: 93.6149 - val_mean_squared_error: 93.6149
Epoch 17/30
81/81 [==============================] - 4s 44ms/step - loss: 53.4489 - mean_squared_error: 53.4489 - val_loss: 202.8408 - val_mean_squared_error: 202.8408
Epoch 18/30
81/81 [==============================] - 3s 43ms/step - loss: 60.1293 - mean_squared_error: 60.1293 - val_loss: 343.5681 - val_mean_squared_error: 343.5681
Epoch 19/30
81/81 [==============================] - 4s 49ms/step - loss: 53.7831 - mean_squared_error: 53.7831 - val_loss: 111.7567 - val_mean_squared_error: 111.7567
Epoch 20/30
81/81 [==============================] - 4s 45ms/step - loss: 49.3648 - mean_squared_error: 49.3648 - val_loss: 108.1070 - val_mean_squared_error: 108.1070
Epoch 21/30
81/81 [==============================] - 4s 44ms/step - loss: 48.2748 - mean_squared_error: 48.2748 - val_loss: 99.0979 - val_mean_squared_error: 99.0979
Epoch 22/30
81/81 [==============================] - 4s 46ms/step - loss: 51.1335 - mean_squared_error: 51.1335 - val_loss: 129.2129 - val_mean_squared_error: 129.2129
Epoch 23/30
81/81 [==============================] - 3s 43ms/step - loss: 46.4316 - mean_squared_error: 46.4316 - val_loss: 54.9127 - val_mean_squared_error: 54.9127
Epoch 24/30
81/81 [==============================] - 4s 46ms/step - loss: 43.0842 - mean_squared_error: 43.0842 - val_loss: 234.6823 - val_mean_squared_error: 234.6823
Epoch 25/30
81/81 [==============================] - 3s 43ms/step - loss: 48.6941 - mean_squared_error: 48.6941 - val_loss: 79.7505 - val_mean_squared_error: 79.7505
Epoch 26/30
81/81 [==============================] - 3s 43ms/step - loss: 45.7602 - mean_squared_error: 45.7602 - val_loss: 34.5577 - val_mean_squared_error: 34.5577
Epoch 27/30
81/81 [==============================] - 4s 44ms/step - loss: 43.9096 - mean_squared_error: 43.9096 - val_loss: 308.9547 - val_mean_squared_error: 308.9547
Epoch 28/30
81/81 [==============================] - 4s 44ms/step - loss: 42.4697 - mean_squared_error: 42.4697 - val_loss: 41.5152 - val_mean_squared_error: 41.5152
Epoch 29/30
81/81 [==============================] - 3s 43ms/step - loss: 45.0723 - mean_squared_error: 45.0723 - val_loss: 101.4009 - val_mean_squared_error: 101.4009
Epoch 30/30
81/81 [==============================] - 4s 43ms/step - loss: 40.1216 - mean_squared_error: 40.1216 - val_loss: 129.0395 - val_mean_squared_error: 129.0395
2022-12-10 16:53:34.997951: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:53:35.180197: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:53:35.973763: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:53:36.818898: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 16:53:43.162465: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:53:43.716322: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:53:45.141862: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:53:46.521814: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:53:49.558819: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:53:52.018283: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:53:54.295048: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4864.5332 - mean_squared_error: 4864.5332
2022-12-10 16:54:31.376248: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:54:31.679947: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:54:32.434651: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:54:33.249753: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 57s 539ms/step - loss: 4864.5332 - mean_squared_error: 4864.5332 - val_loss: 2393.1736 - val_mean_squared_error: 2393.1736
Epoch 2/30
81/81 [==============================] - 6s 79ms/step - loss: 2270.7739 - mean_squared_error: 2270.7739 - val_loss: 259.3382 - val_mean_squared_error: 259.3382
Epoch 3/30
81/81 [==============================] - 4s 53ms/step - loss: 1237.6989 - mean_squared_error: 1237.6989 - val_loss: 1110.5107 - val_mean_squared_error: 1110.5107
Epoch 4/30
81/81 [==============================] - 5s 57ms/step - loss: 924.1138 - mean_squared_error: 924.1138 - val_loss: 60.1971 - val_mean_squared_error: 60.1971
Epoch 5/30
81/81 [==============================] - 4s 54ms/step - loss: 774.3132 - mean_squared_error: 774.3132 - val_loss: 65.4491 - val_mean_squared_error: 65.4491
Epoch 6/30
81/81 [==============================] - 4s 51ms/step - loss: 647.4330 - mean_squared_error: 647.4330 - val_loss: 3887.1882 - val_mean_squared_error: 3887.1882
Epoch 7/30
81/81 [==============================] - 4s 46ms/step - loss: 181.5826 - mean_squared_error: 181.5826 - val_loss: 3133.3516 - val_mean_squared_error: 3133.3516
Epoch 8/30
81/81 [==============================] - 4s 50ms/step - loss: 93.1017 - mean_squared_error: 93.1017 - val_loss: 732.9869 - val_mean_squared_error: 732.9869
Epoch 9/30
81/81 [==============================] - 4s 45ms/step - loss: 89.2525 - mean_squared_error: 89.2525 - val_loss: 159.5160 - val_mean_squared_error: 159.5160
Epoch 10/30
81/81 [==============================] - 4s 47ms/step - loss: 79.0918 - mean_squared_error: 79.0918 - val_loss: 187.7770 - val_mean_squared_error: 187.7770
Epoch 11/30
81/81 [==============================] - 4s 48ms/step - loss: 70.8818 - mean_squared_error: 70.8818 - val_loss: 74.5388 - val_mean_squared_error: 74.5388
Epoch 12/30
81/81 [==============================] - 4s 45ms/step - loss: 67.0254 - mean_squared_error: 67.0254 - val_loss: 129.7369 - val_mean_squared_error: 129.7369
Epoch 13/30
81/81 [==============================] - 4s 46ms/step - loss: 71.9107 - mean_squared_error: 71.9107 - val_loss: 37.0528 - val_mean_squared_error: 37.0528
Epoch 14/30
81/81 [==============================] - 4s 45ms/step - loss: 65.3564 - mean_squared_error: 65.3564 - val_loss: 41.3588 - val_mean_squared_error: 41.3588
Epoch 15/30
81/81 [==============================] - 4s 44ms/step - loss: 68.6352 - mean_squared_error: 68.6352 - val_loss: 70.5263 - val_mean_squared_error: 70.5262
Epoch 16/30
81/81 [==============================] - 4s 44ms/step - loss: 67.0303 - mean_squared_error: 67.0303 - val_loss: 144.6393 - val_mean_squared_error: 144.6393
Epoch 17/30
81/81 [==============================] - 4s 45ms/step - loss: 56.7565 - mean_squared_error: 56.7565 - val_loss: 121.1997 - val_mean_squared_error: 121.1997
Epoch 18/30
81/81 [==============================] - 3s 43ms/step - loss: 61.3824 - mean_squared_error: 61.3824 - val_loss: 82.3773 - val_mean_squared_error: 82.3773
Epoch 19/30
81/81 [==============================] - 4s 44ms/step - loss: 54.7590 - mean_squared_error: 54.7590 - val_loss: 186.1594 - val_mean_squared_error: 186.1594
Epoch 20/30
81/81 [==============================] - 4s 44ms/step - loss: 54.4826 - mean_squared_error: 54.4826 - val_loss: 148.5612 - val_mean_squared_error: 148.5612
Epoch 21/30
81/81 [==============================] - 4s 44ms/step - loss: 53.4273 - mean_squared_error: 53.4273 - val_loss: 260.8658 - val_mean_squared_error: 260.8658
Epoch 22/30
81/81 [==============================] - 4s 45ms/step - loss: 51.1170 - mean_squared_error: 51.1170 - val_loss: 68.7381 - val_mean_squared_error: 68.7381
Epoch 23/30
81/81 [==============================] - 3s 43ms/step - loss: 50.8948 - mean_squared_error: 50.8948 - val_loss: 87.5101 - val_mean_squared_error: 87.5101
Epoch 24/30
81/81 [==============================] - 3s 43ms/step - loss: 51.1437 - mean_squared_error: 51.1437 - val_loss: 115.7573 - val_mean_squared_error: 115.7573
Epoch 25/30
81/81 [==============================] - 3s 43ms/step - loss: 53.3431 - mean_squared_error: 53.3431 - val_loss: 129.1614 - val_mean_squared_error: 129.1614
Epoch 26/30
81/81 [==============================] - 4s 43ms/step - loss: 49.8078 - mean_squared_error: 49.8078 - val_loss: 157.4621 - val_mean_squared_error: 157.4621
Epoch 27/30
81/81 [==============================] - 4s 43ms/step - loss: 48.1954 - mean_squared_error: 48.1954 - val_loss: 117.7728 - val_mean_squared_error: 117.7728
Epoch 28/30
81/81 [==============================] - 4s 45ms/step - loss: 50.7017 - mean_squared_error: 50.7017 - val_loss: 96.3359 - val_mean_squared_error: 96.3359
Epoch 29/30
81/81 [==============================] - 3s 43ms/step - loss: 49.0617 - mean_squared_error: 49.0617 - val_loss: 118.1600 - val_mean_squared_error: 118.1600
Epoch 30/30
81/81 [==============================] - 4s 45ms/step - loss: 46.5781 - mean_squared_error: 46.5781 - val_loss: 70.3197 - val_mean_squared_error: 70.3197
2022-12-10 16:56:29.823084: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:56:30.057670: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:56:30.812981: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:56:31.626581: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 16:56:37.588102: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:56:38.327596: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:56:39.664640: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:56:41.003140: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:56:44.002430: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:56:46.409630: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:56:48.775491: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4522.2188 - mean_squared_error: 4522.2188
2022-12-10 16:57:28.937511: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:57:29.181355: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:57:29.964807: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:57:30.763942: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 60s 578ms/step - loss: 4522.2188 - mean_squared_error: 4522.2188 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 2/30
81/81 [==============================] - 6s 76ms/step - loss: 2025.3035 - mean_squared_error: 2025.3035 - val_loss: 200.5813 - val_mean_squared_error: 200.5813
Epoch 3/30
81/81 [==============================] - 5s 63ms/step - loss: 860.2914 - mean_squared_error: 860.2914 - val_loss: 65.2000 - val_mean_squared_error: 65.2000
Epoch 4/30
81/81 [==============================] - 4s 54ms/step - loss: 628.7410 - mean_squared_error: 628.7410 - val_loss: 76.5365 - val_mean_squared_error: 76.5365
Epoch 5/30
81/81 [==============================] - 4s 55ms/step - loss: 442.0505 - mean_squared_error: 442.0505 - val_loss: 30.4058 - val_mean_squared_error: 30.4058
Epoch 6/30
81/81 [==============================] - 4s 50ms/step - loss: 413.4515 - mean_squared_error: 413.4515 - val_loss: 107.0737 - val_mean_squared_error: 107.0737
Epoch 7/30
81/81 [==============================] - 4s 50ms/step - loss: 338.9536 - mean_squared_error: 338.9536 - val_loss: 434.2076 - val_mean_squared_error: 434.2076
Epoch 8/30
81/81 [==============================] - 4s 49ms/step - loss: 95.9985 - mean_squared_error: 95.9985 - val_loss: 544.2680 - val_mean_squared_error: 544.2680
Epoch 9/30
81/81 [==============================] - 4s 49ms/step - loss: 78.5178 - mean_squared_error: 78.5178 - val_loss: 132.3555 - val_mean_squared_error: 132.3555
Epoch 10/30
81/81 [==============================] - 4s 47ms/step - loss: 73.0636 - mean_squared_error: 73.0636 - val_loss: 138.9987 - val_mean_squared_error: 138.9987
Epoch 11/30
81/81 [==============================] - 4s 50ms/step - loss: 63.7154 - mean_squared_error: 63.7154 - val_loss: 175.0791 - val_mean_squared_error: 175.0791
Epoch 12/30
81/81 [==============================] - 3s 43ms/step - loss: 70.9794 - mean_squared_error: 70.9794 - val_loss: 326.3788 - val_mean_squared_error: 326.3788
Epoch 13/30
81/81 [==============================] - 4s 45ms/step - loss: 61.1616 - mean_squared_error: 61.1616 - val_loss: 76.9755 - val_mean_squared_error: 76.9755
Epoch 14/30
81/81 [==============================] - 4s 48ms/step - loss: 59.1222 - mean_squared_error: 59.1222 - val_loss: 214.2947 - val_mean_squared_error: 214.2947
Epoch 15/30
81/81 [==============================] - 4s 44ms/step - loss: 56.3799 - mean_squared_error: 56.3799 - val_loss: 231.4200 - val_mean_squared_error: 231.4200
Epoch 16/30
81/81 [==============================] - 4s 46ms/step - loss: 53.6593 - mean_squared_error: 53.6593 - val_loss: 389.3117 - val_mean_squared_error: 389.3117
Epoch 17/30
81/81 [==============================] - 3s 43ms/step - loss: 54.8888 - mean_squared_error: 54.8888 - val_loss: 201.0159 - val_mean_squared_error: 201.0159
Epoch 18/30
81/81 [==============================] - 4s 46ms/step - loss: 50.5416 - mean_squared_error: 50.5416 - val_loss: 291.2158 - val_mean_squared_error: 291.2158
Epoch 19/30
81/81 [==============================] - 4s 44ms/step - loss: 49.0194 - mean_squared_error: 49.0194 - val_loss: 218.4215 - val_mean_squared_error: 218.4215
Epoch 20/30
81/81 [==============================] - 4s 44ms/step - loss: 50.2124 - mean_squared_error: 50.2124 - val_loss: 163.3930 - val_mean_squared_error: 163.3930
Epoch 21/30
81/81 [==============================] - 4s 46ms/step - loss: 46.8284 - mean_squared_error: 46.8284 - val_loss: 151.1507 - val_mean_squared_error: 151.1507
Epoch 22/30
81/81 [==============================] - 4s 45ms/step - loss: 52.2869 - mean_squared_error: 52.2869 - val_loss: 176.8684 - val_mean_squared_error: 176.8684
Epoch 23/30
81/81 [==============================] - 3s 43ms/step - loss: 45.1982 - mean_squared_error: 45.1982 - val_loss: 310.5806 - val_mean_squared_error: 310.5806
Epoch 24/30
81/81 [==============================] - 4s 44ms/step - loss: 48.5383 - mean_squared_error: 48.5383 - val_loss: 452.5948 - val_mean_squared_error: 452.5948
Epoch 25/30
81/81 [==============================] - 4s 44ms/step - loss: 50.4870 - mean_squared_error: 50.4870 - val_loss: 344.7652 - val_mean_squared_error: 344.7652
Epoch 26/30
81/81 [==============================] - 3s 43ms/step - loss: 44.1756 - mean_squared_error: 44.1756 - val_loss: 352.5216 - val_mean_squared_error: 352.5216
Epoch 27/30
81/81 [==============================] - 4s 44ms/step - loss: 46.5080 - mean_squared_error: 46.5080 - val_loss: 149.3806 - val_mean_squared_error: 149.3806
Epoch 28/30
81/81 [==============================] - 3s 43ms/step - loss: 47.1425 - mean_squared_error: 47.1425 - val_loss: 83.8464 - val_mean_squared_error: 83.8464
Epoch 29/30
81/81 [==============================] - 3s 43ms/step - loss: 39.3359 - mean_squared_error: 39.3359 - val_loss: 115.1940 - val_mean_squared_error: 115.1940
Epoch 30/30
81/81 [==============================] - 4s 45ms/step - loss: 43.7361 - mean_squared_error: 43.7361 - val_loss: 157.7097 - val_mean_squared_error: 157.7097
2022-12-10 16:59:28.872934: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:59:29.052452: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:59:29.883039: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:59:30.724115: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx :  3
best_solution :  [0 1 1 1 1 0 1 1 0 0 0 0 1 0 1 1 0 1 0 0 0 0 1 0 0 1 0 0 1 0 0 1 0 1 1 1 1
 1 1 0 0 1 0 0 0 1 0 0 0 1 1 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 1 1 1 0 0 1 1
 0 0 0 0 1 1 0]
Selected indices :  [ 1  2  3  4  6  7 12 14 15 17 22 25 28 31 33 34 35 36 37 38 41 45 49 50
 58 59 60 61 62 67 68 69 72 73 78 79]
Number of selected elements :  36
Best solution fitness :  0.012362301709020505
Generation:  12
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 16:59:37.869929: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:59:38.609445: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:59:39.891043: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:59:41.322173: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:59:44.392600: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:59:46.700016: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 16:59:49.053654: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4762.5527 - mean_squared_error: 4762.5527
2022-12-10 17:00:28.378893: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:00:28.616450: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:00:29.396898: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:00:30.212678: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 60s 569ms/step - loss: 4762.5527 - mean_squared_error: 4762.5527 - val_loss: 752.2147 - val_mean_squared_error: 752.2147
Epoch 2/30
81/81 [==============================] - 6s 73ms/step - loss: 2229.7917 - mean_squared_error: 2229.7917 - val_loss: 644.1600 - val_mean_squared_error: 644.1600
Epoch 3/30
81/81 [==============================] - 4s 54ms/step - loss: 926.1926 - mean_squared_error: 926.1926 - val_loss: 172.1261 - val_mean_squared_error: 172.1261
Epoch 4/30
81/81 [==============================] - 5s 61ms/step - loss: 186.0450 - mean_squared_error: 186.0450 - val_loss: 368.1451 - val_mean_squared_error: 368.1451
Epoch 5/30
81/81 [==============================] - 5s 61ms/step - loss: 91.4662 - mean_squared_error: 91.4662 - val_loss: 84.2257 - val_mean_squared_error: 84.2257
Epoch 6/30
81/81 [==============================] - 4s 53ms/step - loss: 81.6630 - mean_squared_error: 81.6630 - val_loss: 21.8096 - val_mean_squared_error: 21.8096
Epoch 7/30
81/81 [==============================] - 4s 50ms/step - loss: 72.1805 - mean_squared_error: 72.1805 - val_loss: 30.1781 - val_mean_squared_error: 30.1781
Epoch 8/30
81/81 [==============================] - 4s 46ms/step - loss: 69.1301 - mean_squared_error: 69.1301 - val_loss: 187.4969 - val_mean_squared_error: 187.4969
Epoch 9/30
81/81 [==============================] - 4s 48ms/step - loss: 58.9098 - mean_squared_error: 58.9098 - val_loss: 38.5578 - val_mean_squared_error: 38.5578
Epoch 10/30
81/81 [==============================] - 4s 45ms/step - loss: 54.5251 - mean_squared_error: 54.5251 - val_loss: 38.8155 - val_mean_squared_error: 38.8155
Epoch 11/30
81/81 [==============================] - 4s 46ms/step - loss: 48.4420 - mean_squared_error: 48.4420 - val_loss: 47.0846 - val_mean_squared_error: 47.0846
Epoch 12/30
81/81 [==============================] - 4s 44ms/step - loss: 50.8458 - mean_squared_error: 50.8458 - val_loss: 47.2837 - val_mean_squared_error: 47.2837
Epoch 13/30
81/81 [==============================] - 4s 50ms/step - loss: 51.6925 - mean_squared_error: 51.6925 - val_loss: 26.6830 - val_mean_squared_error: 26.6830
Epoch 14/30
81/81 [==============================] - 4s 46ms/step - loss: 56.7137 - mean_squared_error: 56.7137 - val_loss: 31.0556 - val_mean_squared_error: 31.0556
Epoch 15/30
81/81 [==============================] - 4s 49ms/step - loss: 52.1880 - mean_squared_error: 52.1880 - val_loss: 88.2170 - val_mean_squared_error: 88.2170
Epoch 16/30
81/81 [==============================] - 4s 46ms/step - loss: 48.8125 - mean_squared_error: 48.8125 - val_loss: 30.6356 - val_mean_squared_error: 30.6356
Epoch 17/30
81/81 [==============================] - 4s 46ms/step - loss: 48.2931 - mean_squared_error: 48.2931 - val_loss: 43.2974 - val_mean_squared_error: 43.2974
Epoch 18/30
81/81 [==============================] - 4s 49ms/step - loss: 53.9291 - mean_squared_error: 53.9291 - val_loss: 305.6135 - val_mean_squared_error: 305.6135
Epoch 19/30
81/81 [==============================] - 4s 45ms/step - loss: 47.4371 - mean_squared_error: 47.4371 - val_loss: 40.0440 - val_mean_squared_error: 40.0440
Epoch 20/30
81/81 [==============================] - 4s 45ms/step - loss: 43.9628 - mean_squared_error: 43.9628 - val_loss: 15.6022 - val_mean_squared_error: 15.6022
Epoch 21/30
81/81 [==============================] - 4s 44ms/step - loss: 44.6978 - mean_squared_error: 44.6978 - val_loss: 57.8348 - val_mean_squared_error: 57.8348
Epoch 22/30
81/81 [==============================] - 4s 44ms/step - loss: 39.0229 - mean_squared_error: 39.0229 - val_loss: 33.1714 - val_mean_squared_error: 33.1714
Epoch 23/30
81/81 [==============================] - 4s 47ms/step - loss: 43.9923 - mean_squared_error: 43.9923 - val_loss: 12.4401 - val_mean_squared_error: 12.4401
Epoch 24/30
81/81 [==============================] - 4s 45ms/step - loss: 42.2070 - mean_squared_error: 42.2070 - val_loss: 21.2667 - val_mean_squared_error: 21.2667
Epoch 25/30
81/81 [==============================] - 4s 45ms/step - loss: 44.0098 - mean_squared_error: 44.0098 - val_loss: 85.4806 - val_mean_squared_error: 85.4806
Epoch 26/30
81/81 [==============================] - 4s 46ms/step - loss: 40.1196 - mean_squared_error: 40.1196 - val_loss: 17.5344 - val_mean_squared_error: 17.5344
Epoch 27/30
81/81 [==============================] - 4s 44ms/step - loss: 40.6278 - mean_squared_error: 40.6278 - val_loss: 44.8213 - val_mean_squared_error: 44.8213
Epoch 28/30
81/81 [==============================] - 3s 43ms/step - loss: 41.9404 - mean_squared_error: 41.9404 - val_loss: 54.3057 - val_mean_squared_error: 54.3057
Epoch 29/30
81/81 [==============================] - 4s 44ms/step - loss: 42.2419 - mean_squared_error: 42.2419 - val_loss: 53.9570 - val_mean_squared_error: 53.9570
Epoch 30/30
81/81 [==============================] - 4s 45ms/step - loss: 38.0817 - mean_squared_error: 38.0817 - val_loss: 19.6530 - val_mean_squared_error: 19.6530
2022-12-10 17:02:29.712052: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:02:29.901229: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:02:30.708912: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:02:31.544688: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 17:02:37.634890: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:02:38.267872: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:02:39.587437: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:02:41.020566: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:02:44.094707: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:02:46.433853: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:02:48.756668: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4662.3755 - mean_squared_error: 4662.3755
2022-12-10 17:03:25.390254: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:03:25.560587: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:03:26.406109: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:03:27.208135: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 56s 531ms/step - loss: 4662.3755 - mean_squared_error: 4662.3755 - val_loss: 419.6747 - val_mean_squared_error: 419.6747
Epoch 2/30
81/81 [==============================] - 6s 78ms/step - loss: 2193.5571 - mean_squared_error: 2193.5571 - val_loss: 947.2568 - val_mean_squared_error: 947.2568
Epoch 3/30
81/81 [==============================] - 5s 61ms/step - loss: 1211.0375 - mean_squared_error: 1211.0375 - val_loss: 201.9469 - val_mean_squared_error: 201.9469
Epoch 4/30
81/81 [==============================] - 4s 50ms/step - loss: 565.1089 - mean_squared_error: 565.1089 - val_loss: 1734.0364 - val_mean_squared_error: 1734.0364
Epoch 5/30
81/81 [==============================] - 4s 53ms/step - loss: 113.1073 - mean_squared_error: 113.1073 - val_loss: 679.3419 - val_mean_squared_error: 679.3419
Epoch 6/30
81/81 [==============================] - 8s 95ms/step - loss: 79.9676 - mean_squared_error: 79.9676 - val_loss: 473.3546 - val_mean_squared_error: 473.3546
Epoch 7/30
81/81 [==============================] - 5s 61ms/step - loss: 78.7857 - mean_squared_error: 78.7857 - val_loss: 197.8721 - val_mean_squared_error: 197.8721
Epoch 8/30
81/81 [==============================] - 4s 46ms/step - loss: 79.5793 - mean_squared_error: 79.5793 - val_loss: 137.3883 - val_mean_squared_error: 137.3883
Epoch 9/30
81/81 [==============================] - 4s 44ms/step - loss: 65.9673 - mean_squared_error: 65.9673 - val_loss: 147.3089 - val_mean_squared_error: 147.3089
Epoch 10/30
81/81 [==============================] - 4s 46ms/step - loss: 65.9257 - mean_squared_error: 65.9257 - val_loss: 40.9519 - val_mean_squared_error: 40.9519
Epoch 11/30
81/81 [==============================] - 4s 45ms/step - loss: 57.0763 - mean_squared_error: 57.0763 - val_loss: 33.6451 - val_mean_squared_error: 33.6451
Epoch 12/30
81/81 [==============================] - 4s 48ms/step - loss: 54.7788 - mean_squared_error: 54.7788 - val_loss: 59.6363 - val_mean_squared_error: 59.6363
Epoch 13/30
81/81 [==============================] - 4s 47ms/step - loss: 58.5929 - mean_squared_error: 58.5929 - val_loss: 26.8030 - val_mean_squared_error: 26.8030
Epoch 14/30
81/81 [==============================] - 4s 50ms/step - loss: 52.6661 - mean_squared_error: 52.6661 - val_loss: 64.0538 - val_mean_squared_error: 64.0538
Epoch 15/30
81/81 [==============================] - 4s 46ms/step - loss: 55.4664 - mean_squared_error: 55.4664 - val_loss: 42.1647 - val_mean_squared_error: 42.1647
Epoch 16/30
81/81 [==============================] - 4s 45ms/step - loss: 60.3223 - mean_squared_error: 60.3223 - val_loss: 31.8492 - val_mean_squared_error: 31.8492
Epoch 17/30
81/81 [==============================] - 3s 43ms/step - loss: 46.9335 - mean_squared_error: 46.9335 - val_loss: 33.6660 - val_mean_squared_error: 33.6660
Epoch 18/30
81/81 [==============================] - 4s 43ms/step - loss: 49.4395 - mean_squared_error: 49.4395 - val_loss: 39.4108 - val_mean_squared_error: 39.4108
Epoch 19/30
81/81 [==============================] - 4s 45ms/step - loss: 52.3352 - mean_squared_error: 52.3352 - val_loss: 43.3391 - val_mean_squared_error: 43.3391
Epoch 20/30
81/81 [==============================] - 4s 43ms/step - loss: 42.5835 - mean_squared_error: 42.5835 - val_loss: 25.3417 - val_mean_squared_error: 25.3417
Epoch 21/30
81/81 [==============================] - 4s 43ms/step - loss: 44.1341 - mean_squared_error: 44.1341 - val_loss: 36.4704 - val_mean_squared_error: 36.4704
Epoch 22/30
81/81 [==============================] - 4s 45ms/step - loss: 47.8296 - mean_squared_error: 47.8296 - val_loss: 32.7852 - val_mean_squared_error: 32.7852
Epoch 23/30
81/81 [==============================] - 4s 45ms/step - loss: 53.8665 - mean_squared_error: 53.8665 - val_loss: 22.9285 - val_mean_squared_error: 22.9285
Epoch 24/30
81/81 [==============================] - 4s 45ms/step - loss: 58.5232 - mean_squared_error: 58.5232 - val_loss: 19.7126 - val_mean_squared_error: 19.7126
Epoch 25/30
81/81 [==============================] - 4s 44ms/step - loss: 44.6202 - mean_squared_error: 44.6202 - val_loss: 17.9903 - val_mean_squared_error: 17.9903
Epoch 26/30
81/81 [==============================] - 4s 44ms/step - loss: 54.0495 - mean_squared_error: 54.0495 - val_loss: 22.7901 - val_mean_squared_error: 22.7901
Epoch 27/30
81/81 [==============================] - 4s 43ms/step - loss: 42.2327 - mean_squared_error: 42.2327 - val_loss: 21.8283 - val_mean_squared_error: 21.8283
Epoch 28/30
81/81 [==============================] - 3s 43ms/step - loss: 41.2791 - mean_squared_error: 41.2791 - val_loss: 32.4424 - val_mean_squared_error: 32.4424
Epoch 29/30
81/81 [==============================] - 3s 43ms/step - loss: 42.9746 - mean_squared_error: 42.9746 - val_loss: 26.2560 - val_mean_squared_error: 26.2560
Epoch 30/30
81/81 [==============================] - 4s 43ms/step - loss: 41.2916 - mean_squared_error: 41.2916 - val_loss: 31.7923 - val_mean_squared_error: 31.7923
2022-12-10 17:05:28.685102: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:05:28.985320: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:05:29.756175: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:05:30.582434: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.12548801 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.15281651 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.18600112 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.07933631 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.07306191 ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.08951478 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 17:05:36.556097: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:05:37.212638: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:05:38.629076: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:05:40.014230: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:05:43.065370: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:05:45.388358: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:05:47.693004: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4719.6230 - mean_squared_error: 4719.6230
2022-12-10 17:06:24.657944: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:06:24.906298: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:06:25.693500: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:06:26.510733: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 57s 536ms/step - loss: 4719.6230 - mean_squared_error: 4719.6230 - val_loss: 296.8739 - val_mean_squared_error: 296.8739
Epoch 2/30
81/81 [==============================] - 6s 73ms/step - loss: 2592.3733 - mean_squared_error: 2592.3733 - val_loss: 247.6853 - val_mean_squared_error: 247.6853
Epoch 3/30
81/81 [==============================] - 5s 64ms/step - loss: 1514.4478 - mean_squared_error: 1514.4478 - val_loss: 441.0788 - val_mean_squared_error: 441.0788
Epoch 4/30
81/81 [==============================] - 4s 51ms/step - loss: 1945.9364 - mean_squared_error: 1945.9364 - val_loss: 176.0956 - val_mean_squared_error: 176.0956
Epoch 5/30
81/81 [==============================] - 7s 87ms/step - loss: 927.3657 - mean_squared_error: 927.3657 - val_loss: 785.1085 - val_mean_squared_error: 785.1085
Epoch 6/30
81/81 [==============================] - 5s 64ms/step - loss: 428.9738 - mean_squared_error: 428.9738 - val_loss: 146.3313 - val_mean_squared_error: 146.3313
Epoch 7/30
81/81 [==============================] - 4s 55ms/step - loss: 326.5039 - mean_squared_error: 326.5039 - val_loss: 54.0734 - val_mean_squared_error: 54.0734
Epoch 8/30
81/81 [==============================] - 4s 48ms/step - loss: 342.9636 - mean_squared_error: 342.9636 - val_loss: 46.1574 - val_mean_squared_error: 46.1574
Epoch 9/30
81/81 [==============================] - 4s 50ms/step - loss: 312.0013 - mean_squared_error: 312.0013 - val_loss: 49.6894 - val_mean_squared_error: 49.6894
Epoch 10/30
81/81 [==============================] - 4s 45ms/step - loss: 286.2919 - mean_squared_error: 286.2919 - val_loss: 106.5315 - val_mean_squared_error: 106.5315
Epoch 11/30
81/81 [==============================] - 4s 48ms/step - loss: 283.2166 - mean_squared_error: 283.2166 - val_loss: 30.5529 - val_mean_squared_error: 30.5529
Epoch 12/30
81/81 [==============================] - 4s 43ms/step - loss: 299.4953 - mean_squared_error: 299.4953 - val_loss: 39.5454 - val_mean_squared_error: 39.5454
Epoch 13/30
81/81 [==============================] - 4s 46ms/step - loss: 265.3408 - mean_squared_error: 265.3408 - val_loss: 129.1492 - val_mean_squared_error: 129.1492
Epoch 14/30
81/81 [==============================] - 4s 45ms/step - loss: 269.9332 - mean_squared_error: 269.9332 - val_loss: 58.0262 - val_mean_squared_error: 58.0262
Epoch 15/30
81/81 [==============================] - 4s 46ms/step - loss: 260.4114 - mean_squared_error: 260.4114 - val_loss: 45.6563 - val_mean_squared_error: 45.6563
Epoch 16/30
81/81 [==============================] - 4s 52ms/step - loss: 256.0347 - mean_squared_error: 256.0347 - val_loss: 56.5961 - val_mean_squared_error: 56.5961
Epoch 17/30
81/81 [==============================] - 4s 43ms/step - loss: 254.6080 - mean_squared_error: 254.6080 - val_loss: 37.3738 - val_mean_squared_error: 37.3738
Epoch 18/30
81/81 [==============================] - 4s 44ms/step - loss: 263.6346 - mean_squared_error: 263.6346 - val_loss: 50.2281 - val_mean_squared_error: 50.2281
Epoch 19/30
81/81 [==============================] - 4s 50ms/step - loss: 261.3976 - mean_squared_error: 261.3976 - val_loss: 36.4765 - val_mean_squared_error: 36.4765
Epoch 20/30
81/81 [==============================] - 4s 46ms/step - loss: 243.0602 - mean_squared_error: 243.0602 - val_loss: 38.1944 - val_mean_squared_error: 38.1944
Epoch 21/30
81/81 [==============================] - 4s 44ms/step - loss: 287.8950 - mean_squared_error: 287.8950 - val_loss: 105.7757 - val_mean_squared_error: 105.7757
Epoch 22/30
81/81 [==============================] - 4s 45ms/step - loss: 226.1161 - mean_squared_error: 226.1161 - val_loss: 45.1924 - val_mean_squared_error: 45.1924
Epoch 23/30
81/81 [==============================] - 4s 43ms/step - loss: 241.9886 - mean_squared_error: 241.9886 - val_loss: 25.7340 - val_mean_squared_error: 25.7340
Epoch 24/30
81/81 [==============================] - 4s 44ms/step - loss: 222.6535 - mean_squared_error: 222.6535 - val_loss: 24.1197 - val_mean_squared_error: 24.1197
Epoch 25/30
81/81 [==============================] - 3s 43ms/step - loss: 257.9977 - mean_squared_error: 257.9977 - val_loss: 26.7785 - val_mean_squared_error: 26.7785
Epoch 26/30
81/81 [==============================] - 4s 43ms/step - loss: 249.1555 - mean_squared_error: 249.1555 - val_loss: 28.8532 - val_mean_squared_error: 28.8532
Epoch 27/30
81/81 [==============================] - 4s 47ms/step - loss: 245.2634 - mean_squared_error: 245.2634 - val_loss: 22.7610 - val_mean_squared_error: 22.7610
Epoch 28/30
81/81 [==============================] - 4s 45ms/step - loss: 262.3195 - mean_squared_error: 262.3195 - val_loss: 21.6628 - val_mean_squared_error: 21.6628
Epoch 29/30
81/81 [==============================] - 4s 43ms/step - loss: 250.9947 - mean_squared_error: 250.9947 - val_loss: 20.9343 - val_mean_squared_error: 20.9343
Epoch 30/30
81/81 [==============================] - 4s 44ms/step - loss: 261.1342 - mean_squared_error: 261.1342 - val_loss: 38.5379 - val_mean_squared_error: 38.5379
2022-12-10 17:08:28.900985: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:08:29.123630: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:08:29.949849: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:08:30.794291: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 17:08:37.280316: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:08:37.911140: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:08:39.262590: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:08:40.649134: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:08:43.719011: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:08:46.074991: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:08:48.411143: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4639.2529 - mean_squared_error: 4639.2529
2022-12-10 17:09:30.153853: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:09:30.333932: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:09:31.194193: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:09:32.040527: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 61s 586ms/step - loss: 4639.2529 - mean_squared_error: 4639.2529 - val_loss: 443.1389 - val_mean_squared_error: 443.1389
Epoch 2/30
81/81 [==============================] - 7s 85ms/step - loss: 2175.1699 - mean_squared_error: 2175.1699 - val_loss: 1840.0358 - val_mean_squared_error: 1840.0358
Epoch 3/30
81/81 [==============================] - 6s 68ms/step - loss: 861.9468 - mean_squared_error: 861.9468 - val_loss: 113.2522 - val_mean_squared_error: 113.2522
Epoch 4/30
81/81 [==============================] - 4s 51ms/step - loss: 526.0240 - mean_squared_error: 526.0240 - val_loss: 18.7160 - val_mean_squared_error: 18.7160
Epoch 5/30
81/81 [==============================] - 4s 51ms/step - loss: 381.7612 - mean_squared_error: 381.7612 - val_loss: 26.2504 - val_mean_squared_error: 26.2504
Epoch 6/30
81/81 [==============================] - 4s 49ms/step - loss: 386.1056 - mean_squared_error: 386.1056 - val_loss: 81.6385 - val_mean_squared_error: 81.6385
Epoch 7/30
81/81 [==============================] - 4s 55ms/step - loss: 331.2858 - mean_squared_error: 331.2858 - val_loss: 506.4968 - val_mean_squared_error: 506.4968
Epoch 8/30
81/81 [==============================] - 4s 49ms/step - loss: 302.9971 - mean_squared_error: 302.9971 - val_loss: 767.3202 - val_mean_squared_error: 767.3202
Epoch 9/30
81/81 [==============================] - 4s 50ms/step - loss: 277.8629 - mean_squared_error: 277.8629 - val_loss: 548.6921 - val_mean_squared_error: 548.6921
Epoch 10/30
81/81 [==============================] - 4s 49ms/step - loss: 132.0367 - mean_squared_error: 132.0367 - val_loss: 117.0056 - val_mean_squared_error: 117.0056
Epoch 11/30
81/81 [==============================] - 4s 47ms/step - loss: 79.3826 - mean_squared_error: 79.3826 - val_loss: 234.3965 - val_mean_squared_error: 234.3965
Epoch 12/30
81/81 [==============================] - 4s 47ms/step - loss: 68.4799 - mean_squared_error: 68.4799 - val_loss: 63.4398 - val_mean_squared_error: 63.4398
Epoch 13/30
81/81 [==============================] - 4s 45ms/step - loss: 65.2569 - mean_squared_error: 65.2569 - val_loss: 55.7455 - val_mean_squared_error: 55.7455
Epoch 14/30
81/81 [==============================] - 4s 50ms/step - loss: 61.0556 - mean_squared_error: 61.0556 - val_loss: 57.9126 - val_mean_squared_error: 57.9126
Epoch 15/30
81/81 [==============================] - 4s 43ms/step - loss: 62.3500 - mean_squared_error: 62.3500 - val_loss: 52.2388 - val_mean_squared_error: 52.2388
Epoch 16/30
81/81 [==============================] - 4s 47ms/step - loss: 52.4312 - mean_squared_error: 52.4312 - val_loss: 101.5962 - val_mean_squared_error: 101.5962
Epoch 17/30
81/81 [==============================] - 3s 43ms/step - loss: 46.7120 - mean_squared_error: 46.7120 - val_loss: 98.2037 - val_mean_squared_error: 98.2037
Epoch 18/30
81/81 [==============================] - 4s 45ms/step - loss: 52.8540 - mean_squared_error: 52.8540 - val_loss: 95.6751 - val_mean_squared_error: 95.6751
Epoch 19/30
81/81 [==============================] - 4s 44ms/step - loss: 51.2328 - mean_squared_error: 51.2328 - val_loss: 72.0005 - val_mean_squared_error: 72.0005
Epoch 20/30
81/81 [==============================] - 4s 43ms/step - loss: 48.9892 - mean_squared_error: 48.9892 - val_loss: 99.8747 - val_mean_squared_error: 99.8747
Epoch 21/30
81/81 [==============================] - 4s 44ms/step - loss: 48.8349 - mean_squared_error: 48.8349 - val_loss: 131.9789 - val_mean_squared_error: 131.9789
Epoch 22/30
81/81 [==============================] - 4s 45ms/step - loss: 46.1896 - mean_squared_error: 46.1896 - val_loss: 132.3489 - val_mean_squared_error: 132.3489
Epoch 23/30
81/81 [==============================] - 4s 45ms/step - loss: 49.9712 - mean_squared_error: 49.9712 - val_loss: 84.1524 - val_mean_squared_error: 84.1524
Epoch 24/30
81/81 [==============================] - 4s 45ms/step - loss: 42.1497 - mean_squared_error: 42.1497 - val_loss: 157.8286 - val_mean_squared_error: 157.8286
Epoch 25/30
81/81 [==============================] - 4s 44ms/step - loss: 45.5083 - mean_squared_error: 45.5083 - val_loss: 141.7065 - val_mean_squared_error: 141.7065
Epoch 26/30
81/81 [==============================] - 4s 44ms/step - loss: 52.9560 - mean_squared_error: 52.9560 - val_loss: 103.0785 - val_mean_squared_error: 103.0785
Epoch 27/30
81/81 [==============================] - 4s 48ms/step - loss: 49.2735 - mean_squared_error: 49.2735 - val_loss: 122.2095 - val_mean_squared_error: 122.2095
Epoch 28/30
81/81 [==============================] - 3s 43ms/step - loss: 36.9193 - mean_squared_error: 36.9193 - val_loss: 126.8491 - val_mean_squared_error: 126.8491
Epoch 29/30
81/81 [==============================] - 4s 44ms/step - loss: 42.0795 - mean_squared_error: 42.0795 - val_loss: 91.2194 - val_mean_squared_error: 91.2194
Epoch 30/30
81/81 [==============================] - 4s 44ms/step - loss: 41.3210 - mean_squared_error: 41.3210 - val_loss: 91.0827 - val_mean_squared_error: 91.0827
2022-12-10 17:11:31.053988: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:11:31.221889: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:11:32.030053: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:11:32.881250: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 17:11:39.727985: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:11:40.347537: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:11:41.785972: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:11:43.169507: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:11:46.315769: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:11:48.727175: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:11:51.152533: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4632.1177 - mean_squared_error: 4632.1177
2022-12-10 17:12:33.174766: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:12:33.428365: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:12:34.227111: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:12:35.041626: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 62s 596ms/step - loss: 4632.1177 - mean_squared_error: 4632.1177 - val_loss: 618.4243 - val_mean_squared_error: 618.4243
Epoch 2/30
81/81 [==============================] - 7s 82ms/step - loss: 1946.4006 - mean_squared_error: 1946.4006 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384
Epoch 3/30
81/81 [==============================] - 5s 68ms/step - loss: 1342.6782 - mean_squared_error: 1342.6782 - val_loss: 116.7948 - val_mean_squared_error: 116.7948
Epoch 4/30
81/81 [==============================] - 4s 46ms/step - loss: 641.1162 - mean_squared_error: 641.1162 - val_loss: 193.6879 - val_mean_squared_error: 193.6879
Epoch 5/30
81/81 [==============================] - 5s 65ms/step - loss: 435.7144 - mean_squared_error: 435.7144 - val_loss: 31.6039 - val_mean_squared_error: 31.6039
Epoch 6/30
81/81 [==============================] - 4s 46ms/step - loss: 201.8198 - mean_squared_error: 201.8198 - val_loss: 1777.4000 - val_mean_squared_error: 1777.4000
Epoch 7/30
81/81 [==============================] - 4s 53ms/step - loss: 100.9048 - mean_squared_error: 100.9048 - val_loss: 307.2971 - val_mean_squared_error: 307.2971
Epoch 8/30
81/81 [==============================] - 4s 49ms/step - loss: 85.3507 - mean_squared_error: 85.3507 - val_loss: 47.3661 - val_mean_squared_error: 47.3661
Epoch 9/30
81/81 [==============================] - 4s 44ms/step - loss: 71.5805 - mean_squared_error: 71.5805 - val_loss: 45.6914 - val_mean_squared_error: 45.6914
Epoch 10/30
81/81 [==============================] - 4s 45ms/step - loss: 73.0945 - mean_squared_error: 73.0945 - val_loss: 13.7251 - val_mean_squared_error: 13.7251
Epoch 11/30
81/81 [==============================] - 3s 43ms/step - loss: 64.8819 - mean_squared_error: 64.8819 - val_loss: 16.3985 - val_mean_squared_error: 16.3985
Epoch 12/30
81/81 [==============================] - 3s 43ms/step - loss: 59.0851 - mean_squared_error: 59.0851 - val_loss: 35.3306 - val_mean_squared_error: 35.3306
Epoch 13/30
81/81 [==============================] - 4s 45ms/step - loss: 61.8448 - mean_squared_error: 61.8448 - val_loss: 43.4016 - val_mean_squared_error: 43.4016
Epoch 14/30
81/81 [==============================] - 4s 44ms/step - loss: 53.9023 - mean_squared_error: 53.9023 - val_loss: 11.3879 - val_mean_squared_error: 11.3879
Epoch 15/30
81/81 [==============================] - 4s 48ms/step - loss: 47.6756 - mean_squared_error: 47.6756 - val_loss: 162.9193 - val_mean_squared_error: 162.9193
Epoch 16/30
81/81 [==============================] - 4s 47ms/step - loss: 49.4417 - mean_squared_error: 49.4417 - val_loss: 22.7382 - val_mean_squared_error: 22.7382
Epoch 17/30
81/81 [==============================] - 4s 44ms/step - loss: 47.3658 - mean_squared_error: 47.3658 - val_loss: 12.9737 - val_mean_squared_error: 12.9737
Epoch 18/30
81/81 [==============================] - 4s 43ms/step - loss: 49.3630 - mean_squared_error: 49.3630 - val_loss: 53.0539 - val_mean_squared_error: 53.0539
Epoch 19/30
81/81 [==============================] - 4s 45ms/step - loss: 51.2236 - mean_squared_error: 51.2236 - val_loss: 33.8950 - val_mean_squared_error: 33.8950
Epoch 20/30
81/81 [==============================] - 3s 43ms/step - loss: 48.4762 - mean_squared_error: 48.4762 - val_loss: 54.4497 - val_mean_squared_error: 54.4497
Epoch 21/30
81/81 [==============================] - 4s 43ms/step - loss: 42.8682 - mean_squared_error: 42.8682 - val_loss: 12.1008 - val_mean_squared_error: 12.1008
Epoch 22/30
81/81 [==============================] - 4s 44ms/step - loss: 51.1527 - mean_squared_error: 51.1527 - val_loss: 92.9573 - val_mean_squared_error: 92.9573
Epoch 23/30
81/81 [==============================] - 4s 43ms/step - loss: 47.6757 - mean_squared_error: 47.6757 - val_loss: 136.8392 - val_mean_squared_error: 136.8392
Epoch 24/30
81/81 [==============================] - 4s 45ms/step - loss: 46.6246 - mean_squared_error: 46.6246 - val_loss: 32.6496 - val_mean_squared_error: 32.6496
Epoch 25/30
81/81 [==============================] - 3s 42ms/step - loss: 42.3585 - mean_squared_error: 42.3585 - val_loss: 15.0384 - val_mean_squared_error: 15.0384
Epoch 26/30
81/81 [==============================] - 4s 47ms/step - loss: 42.5028 - mean_squared_error: 42.5028 - val_loss: 115.5037 - val_mean_squared_error: 115.5037
Epoch 27/30
81/81 [==============================] - 4s 44ms/step - loss: 44.4162 - mean_squared_error: 44.4162 - val_loss: 27.8414 - val_mean_squared_error: 27.8414
Epoch 28/30
81/81 [==============================] - 3s 43ms/step - loss: 42.6300 - mean_squared_error: 42.6300 - val_loss: 269.2949 - val_mean_squared_error: 269.2949
Epoch 29/30
81/81 [==============================] - 3s 43ms/step - loss: 41.3017 - mean_squared_error: 41.3017 - val_loss: 12.4538 - val_mean_squared_error: 12.4538
Epoch 30/30
81/81 [==============================] - 4s 44ms/step - loss: 43.0099 - mean_squared_error: 43.0099 - val_loss: 15.5651 - val_mean_squared_error: 15.5651
2022-12-10 17:14:32.305529: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:14:32.487294: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:14:33.311338: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:14:34.159554: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result:  0.032750242730620806
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 17:14:41.115471: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:14:41.759732: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:14:43.245215: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:14:44.667380: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:14:47.940269: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:14:50.389194: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:14:52.919605: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4848.5835 - mean_squared_error: 4848.5835
2022-12-10 17:15:34.749185: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:15:34.950325: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:15:35.787231: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:15:36.633227: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 64s 601ms/step - loss: 4848.5835 - mean_squared_error: 4848.5835 - val_loss: 2849.5835 - val_mean_squared_error: 2849.5835
Epoch 2/30
81/81 [==============================] - 7s 81ms/step - loss: 1935.1556 - mean_squared_error: 1935.1556 - val_loss: 131.2108 - val_mean_squared_error: 131.2108
Epoch 3/30
81/81 [==============================] - 4s 54ms/step - loss: 1286.1984 - mean_squared_error: 1286.1984 - val_loss: 488.3039 - val_mean_squared_error: 488.3039
Epoch 4/30
81/81 [==============================] - 5s 61ms/step - loss: 500.5541 - mean_squared_error: 500.5541 - val_loss: 429.7449 - val_mean_squared_error: 429.7449
Epoch 5/30
81/81 [==============================] - 4s 53ms/step - loss: 399.3945 - mean_squared_error: 399.3945 - val_loss: 27.0505 - val_mean_squared_error: 27.0505
Epoch 6/30
81/81 [==============================] - 4s 51ms/step - loss: 351.1011 - mean_squared_error: 351.1011 - val_loss: 41.4046 - val_mean_squared_error: 41.4046
Epoch 7/30
81/81 [==============================] - 4s 46ms/step - loss: 363.6548 - mean_squared_error: 363.6548 - val_loss: 185.9072 - val_mean_squared_error: 185.9072
Epoch 8/30
81/81 [==============================] - 4s 48ms/step - loss: 335.6115 - mean_squared_error: 335.6115 - val_loss: 98.1213 - val_mean_squared_error: 98.1213
Epoch 9/30
81/81 [==============================] - 4s 52ms/step - loss: 288.1283 - mean_squared_error: 288.1283 - val_loss: 102.9363 - val_mean_squared_error: 102.9363
Epoch 10/30
81/81 [==============================] - 4s 50ms/step - loss: 296.2940 - mean_squared_error: 296.2940 - val_loss: 75.7621 - val_mean_squared_error: 75.7621
Epoch 11/30
81/81 [==============================] - 4s 48ms/step - loss: 288.0370 - mean_squared_error: 288.0370 - val_loss: 80.1091 - val_mean_squared_error: 80.1091
Epoch 12/30
81/81 [==============================] - 4s 53ms/step - loss: 266.2814 - mean_squared_error: 266.2814 - val_loss: 26.3106 - val_mean_squared_error: 26.3106
Epoch 13/30
81/81 [==============================] - 4s 47ms/step - loss: 275.2672 - mean_squared_error: 275.2672 - val_loss: 14.8430 - val_mean_squared_error: 14.8430
Epoch 14/30
81/81 [==============================] - 4s 45ms/step - loss: 291.1006 - mean_squared_error: 291.1006 - val_loss: 15.5657 - val_mean_squared_error: 15.5657
Epoch 15/30
81/81 [==============================] - 4s 47ms/step - loss: 235.5326 - mean_squared_error: 235.5326 - val_loss: 17.2970 - val_mean_squared_error: 17.2970
Epoch 16/30
81/81 [==============================] - 4s 49ms/step - loss: 215.6768 - mean_squared_error: 215.6768 - val_loss: 38.5275 - val_mean_squared_error: 38.5275
Epoch 17/30
81/81 [==============================] - 4s 44ms/step - loss: 277.6510 - mean_squared_error: 277.6510 - val_loss: 72.4938 - val_mean_squared_error: 72.4938
Epoch 18/30
81/81 [==============================] - 4s 46ms/step - loss: 250.0822 - mean_squared_error: 250.0822 - val_loss: 33.0261 - val_mean_squared_error: 33.0261
Epoch 19/30
81/81 [==============================] - 4s 45ms/step - loss: 358.7325 - mean_squared_error: 358.7325 - val_loss: 2150.1411 - val_mean_squared_error: 2150.1411
Epoch 20/30
81/81 [==============================] - 4s 43ms/step - loss: 100.8589 - mean_squared_error: 100.8589 - val_loss: 56.6108 - val_mean_squared_error: 56.6108
Epoch 21/30
81/81 [==============================] - 3s 43ms/step - loss: 69.9558 - mean_squared_error: 69.9558 - val_loss: 41.8329 - val_mean_squared_error: 41.8329
Epoch 22/30
81/81 [==============================] - 4s 45ms/step - loss: 58.6071 - mean_squared_error: 58.6071 - val_loss: 176.2689 - val_mean_squared_error: 176.2689
Epoch 23/30
81/81 [==============================] - 4s 46ms/step - loss: 53.3065 - mean_squared_error: 53.3065 - val_loss: 93.6024 - val_mean_squared_error: 93.6024
Epoch 24/30
81/81 [==============================] - 4s 44ms/step - loss: 56.3857 - mean_squared_error: 56.3857 - val_loss: 110.3094 - val_mean_squared_error: 110.3094
Epoch 25/30
81/81 [==============================] - 4s 43ms/step - loss: 49.6065 - mean_squared_error: 49.6065 - val_loss: 14.1828 - val_mean_squared_error: 14.1828
Epoch 26/30
81/81 [==============================] - 4s 43ms/step - loss: 44.8496 - mean_squared_error: 44.8496 - val_loss: 132.0278 - val_mean_squared_error: 132.0278
Epoch 27/30
81/81 [==============================] - 4s 46ms/step - loss: 50.0077 - mean_squared_error: 50.0077 - val_loss: 185.8919 - val_mean_squared_error: 185.8919
Epoch 28/30
81/81 [==============================] - 4s 44ms/step - loss: 38.7674 - mean_squared_error: 38.7674 - val_loss: 163.5139 - val_mean_squared_error: 163.5139
Epoch 29/30
81/81 [==============================] - 4s 44ms/step - loss: 40.9322 - mean_squared_error: 40.9322 - val_loss: 181.7755 - val_mean_squared_error: 181.7755
Epoch 30/30
81/81 [==============================] - 4s 44ms/step - loss: 48.1025 - mean_squared_error: 48.1025 - val_loss: 104.0475 - val_mean_squared_error: 104.0475
2022-12-10 17:17:36.588046: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:17:36.902308: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:17:37.695189: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:17:38.546204: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 17:17:44.742851: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:17:45.355050: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:17:46.764779: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:17:48.192179: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:17:51.410818: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:17:53.929135: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:17:56.351087: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4746.0146 - mean_squared_error: 4746.0146
2022-12-10 17:18:38.607192: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:18:38.871509: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:18:39.709218: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:18:40.576776: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 62s 603ms/step - loss: 4746.0146 - mean_squared_error: 4746.0146 - val_loss: 511.1316 - val_mean_squared_error: 511.1316
Epoch 2/30
81/81 [==============================] - 7s 83ms/step - loss: 2176.2527 - mean_squared_error: 2176.2527 - val_loss: 41.8188 - val_mean_squared_error: 41.8188
Epoch 3/30
81/81 [==============================] - 6s 69ms/step - loss: 1453.1534 - mean_squared_error: 1453.1534 - val_loss: 355.3902 - val_mean_squared_error: 355.3902
Epoch 4/30
81/81 [==============================] - 5s 58ms/step - loss: 971.2407 - mean_squared_error: 971.2407 - val_loss: 985.6503 - val_mean_squared_error: 985.6502
Epoch 5/30
81/81 [==============================] - 4s 51ms/step - loss: 690.9958 - mean_squared_error: 690.9958 - val_loss: 1203.0183 - val_mean_squared_error: 1203.0183
Epoch 6/30
81/81 [==============================] - 4s 48ms/step - loss: 243.5317 - mean_squared_error: 243.5317 - val_loss: 51.4743 - val_mean_squared_error: 51.4743
Epoch 7/30
81/81 [==============================] - 4s 48ms/step - loss: 86.0532 - mean_squared_error: 86.0532 - val_loss: 26.5060 - val_mean_squared_error: 26.5060
Epoch 8/30
81/81 [==============================] - 4s 51ms/step - loss: 73.2849 - mean_squared_error: 73.2849 - val_loss: 33.6717 - val_mean_squared_error: 33.6717
Epoch 9/30
81/81 [==============================] - 4s 51ms/step - loss: 67.1230 - mean_squared_error: 67.1230 - val_loss: 30.7331 - val_mean_squared_error: 30.7331
Epoch 10/30
81/81 [==============================] - 4s 49ms/step - loss: 65.6091 - mean_squared_error: 65.6091 - val_loss: 27.7445 - val_mean_squared_error: 27.7445
Epoch 11/30
81/81 [==============================] - 4s 45ms/step - loss: 60.9101 - mean_squared_error: 60.9101 - val_loss: 35.5747 - val_mean_squared_error: 35.5747
Epoch 12/30
81/81 [==============================] - 4s 44ms/step - loss: 62.0357 - mean_squared_error: 62.0357 - val_loss: 20.4962 - val_mean_squared_error: 20.4962
Epoch 13/30
81/81 [==============================] - 4s 44ms/step - loss: 57.2227 - mean_squared_error: 57.2227 - val_loss: 21.3721 - val_mean_squared_error: 21.3721
Epoch 14/30
81/81 [==============================] - 3s 43ms/step - loss: 61.3654 - mean_squared_error: 61.3654 - val_loss: 23.1663 - val_mean_squared_error: 23.1663
Epoch 15/30
81/81 [==============================] - 4s 44ms/step - loss: 52.8718 - mean_squared_error: 52.8718 - val_loss: 20.2475 - val_mean_squared_error: 20.2475
Epoch 16/30
81/81 [==============================] - 4s 44ms/step - loss: 55.4444 - mean_squared_error: 55.4444 - val_loss: 29.2672 - val_mean_squared_error: 29.2672
Epoch 17/30
81/81 [==============================] - 4s 44ms/step - loss: 46.8829 - mean_squared_error: 46.8829 - val_loss: 21.4267 - val_mean_squared_error: 21.4267
Epoch 18/30
81/81 [==============================] - 3s 43ms/step - loss: 54.6649 - mean_squared_error: 54.6649 - val_loss: 23.8524 - val_mean_squared_error: 23.8524
Epoch 19/30
81/81 [==============================] - 4s 44ms/step - loss: 49.7097 - mean_squared_error: 49.7097 - val_loss: 70.6706 - val_mean_squared_error: 70.6706
Epoch 20/30
81/81 [==============================] - 4s 43ms/step - loss: 43.3907 - mean_squared_error: 43.3907 - val_loss: 36.5149 - val_mean_squared_error: 36.5149
Epoch 21/30
81/81 [==============================] - 4s 50ms/step - loss: 49.2043 - mean_squared_error: 49.2043 - val_loss: 58.5975 - val_mean_squared_error: 58.5975
Epoch 22/30
81/81 [==============================] - 3s 42ms/step - loss: 49.7774 - mean_squared_error: 49.7774 - val_loss: 12.0968 - val_mean_squared_error: 12.0968
Epoch 23/30
81/81 [==============================] - 4s 46ms/step - loss: 49.2417 - mean_squared_error: 49.2417 - val_loss: 26.0721 - val_mean_squared_error: 26.0721
Epoch 24/30
81/81 [==============================] - 4s 44ms/step - loss: 44.9804 - mean_squared_error: 44.9804 - val_loss: 42.5893 - val_mean_squared_error: 42.5893
Epoch 25/30
81/81 [==============================] - 3s 43ms/step - loss: 50.7374 - mean_squared_error: 50.7374 - val_loss: 36.1525 - val_mean_squared_error: 36.1525
Epoch 26/30
81/81 [==============================] - 4s 44ms/step - loss: 44.2938 - mean_squared_error: 44.2938 - val_loss: 15.4822 - val_mean_squared_error: 15.4822
Epoch 27/30
81/81 [==============================] - 3s 43ms/step - loss: 41.8307 - mean_squared_error: 41.8307 - val_loss: 11.8447 - val_mean_squared_error: 11.8447
Epoch 28/30
81/81 [==============================] - 4s 43ms/step - loss: 45.4536 - mean_squared_error: 45.4536 - val_loss: 18.3709 - val_mean_squared_error: 18.3709
Epoch 29/30
81/81 [==============================] - 3s 43ms/step - loss: 41.8070 - mean_squared_error: 41.8070 - val_loss: 35.4933 - val_mean_squared_error: 35.4933
Epoch 30/30
81/81 [==============================] - 4s 45ms/step - loss: 40.4125 - mean_squared_error: 40.4125 - val_loss: 26.7455 - val_mean_squared_error: 26.7455
2022-12-10 17:20:38.797008: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:20:39.029435: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:20:39.805342: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:20:40.673761: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0.         0.         0.        ]
 [0.73846771 0.19041704 0.60709947 ... 0.         0.         0.        ]
 [0.74087445 0.18030169 0.61047375 ... 0.         0.         0.        ]
 ...
 [0.68351384 0.07808341 0.64428398 ... 0.         0.         0.        ]
 [0.71099077 0.0743567  0.6460386  ... 0.         0.         0.        ]
 [0.72482952 0.07488909 0.66290997 ... 0.         0.         0.        ]]
(2577, 36)
(286, 36)
Epoch 1/30
2022-12-10 17:20:47.346649: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
In [1]:
 
Out[1]:
[1,
 2,
 3,
 4,
 6,
 7,
 12,
 14,
 15,
 17,
 22,
 25,
 28,
 31,
 33,
 34,
 35,
 36,
 37,
 38,
 41,
 45,
 49,
 50,
 58,
 59,
 60,
 61,
 62,
 67,
 68,
 69,
 72,
 73,
 78,
 79]
In [24]:
reduced_data_inputs1 = data_inputs[:, [1,  2,  3,  4,  6,  7, 12, 14, 15, 17, 22, 25, 28, 31, 33, 34, 35, 36, 37, 38, 41, 45, 49, 50,
 58, 59, 60, 61, 62, 67, 68, 69, 72, 73, 78, 79]]
In [25]:
train_data_ga_ann_f = reduced_data_inputs1[train_indices, :]
test_data_ga_ann_f = reduced_data_inputs1[test_indices, :]
In [26]:
y_train_ann = data_outputs[train_indices]

y_test_ann = data_outputs[test_indices]
In [ ]:
 
In [27]:
model_lstm = Sequential()
model_lstm.add(LSTM(128, input_shape= (X_train.shape[1],1), return_sequences=True))
model_lstm.add(Dropout(0.2))
model_lstm.add(BatchNormalization())  #normalizes activation outputs, same reason you want to normalize your input data.
model_lstm.add(LSTM(128, return_sequences=True))
model_lstm.add(Dropout(0.1))
model_lstm.add(BatchNormalization())
model_lstm.add(LSTM(128))
model_lstm.add(Dropout(0.2))
model_lstm.add(BatchNormalization())
model_lstm.add(Dense(32, activation='relu'))
model_lstm.add(Dropout(0.2))
model_lstm.add(Dense(1, activation='relu'))
opt = tf.keras.optimizers.Adam(lr=0.001, decay=1e-6)
model_lstm.compile(optimizer=opt,  loss='mean_squared_error', metrics='mean_squared_error')
history_lstm = model_lstm.fit(X_train, y_train, epochs = 100, validation_data = [X_test, y_test])
    
2022-12-10 17:33:08.133598: I tensorflow/core/common_runtime/pluggable_device/pluggable_device_factory.cc:305] Could not identify NUMA node of platform GPU ID 0, defaulting to 0. Your kernel may not have been built with NUMA support.
2022-12-10 17:33:08.133995: I tensorflow/core/common_runtime/pluggable_device/pluggable_device_factory.cc:271] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 0 MB memory) -> physical PluggableDevice (device: 0, name: METAL, pci bus id: <undefined>)
Metal device set to: Apple M1 Pro
2022-12-10 17:33:08.481782: W tensorflow/core/platform/profile_utils/cpu_utils.cc:128] Failed to get CPU frequency: 0 Hz
Epoch 1/100
2022-12-10 17:33:09.405663: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:33:09.811279: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:33:10.091436: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:33:10.210101: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:33:10.424218: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:33:10.708692: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
 1/81 [..............................] - ETA: 3:30 - loss: 5699.7642 - mean_squared_error: 5699.7642
2022-12-10 17:33:10.925137: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4522.9033 - mean_squared_error: 4522.9033
2022-12-10 17:33:16.782585: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:33:16.909764: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:33:17.008896: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:33:17.114728: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 9s 82ms/step - loss: 4522.9033 - mean_squared_error: 4522.9033 - val_loss: 2601.5344 - val_mean_squared_error: 2601.5344
Epoch 2/100
81/81 [==============================] - 5s 61ms/step - loss: 1987.4360 - mean_squared_error: 1987.4360 - val_loss: 2557.0552 - val_mean_squared_error: 2557.0552
Epoch 3/100
81/81 [==============================] - 5s 62ms/step - loss: 555.0073 - mean_squared_error: 555.0073 - val_loss: 1976.2987 - val_mean_squared_error: 1976.2987
Epoch 4/100
81/81 [==============================] - 5s 62ms/step - loss: 143.4627 - mean_squared_error: 143.4627 - val_loss: 1591.7965 - val_mean_squared_error: 1591.7965
Epoch 5/100
81/81 [==============================] - 5s 62ms/step - loss: 97.0586 - mean_squared_error: 97.0586 - val_loss: 1016.9556 - val_mean_squared_error: 1016.9556
Epoch 6/100
81/81 [==============================] - 5s 62ms/step - loss: 74.3813 - mean_squared_error: 74.3813 - val_loss: 547.1500 - val_mean_squared_error: 547.1500
Epoch 7/100
81/81 [==============================] - 5s 62ms/step - loss: 63.6429 - mean_squared_error: 63.6429 - val_loss: 820.0898 - val_mean_squared_error: 820.0898
Epoch 8/100
81/81 [==============================] - 5s 62ms/step - loss: 82.5693 - mean_squared_error: 82.5693 - val_loss: 340.4031 - val_mean_squared_error: 340.4031
Epoch 9/100
81/81 [==============================] - 5s 62ms/step - loss: 56.4685 - mean_squared_error: 56.4685 - val_loss: 456.5211 - val_mean_squared_error: 456.5211
Epoch 10/100
81/81 [==============================] - 5s 64ms/step - loss: 55.4697 - mean_squared_error: 55.4697 - val_loss: 476.0818 - val_mean_squared_error: 476.0818
Epoch 11/100
81/81 [==============================] - 5s 64ms/step - loss: 49.3165 - mean_squared_error: 49.3165 - val_loss: 465.6936 - val_mean_squared_error: 465.6936
Epoch 12/100
81/81 [==============================] - 5s 65ms/step - loss: 48.8402 - mean_squared_error: 48.8402 - val_loss: 214.9186 - val_mean_squared_error: 214.9186
Epoch 13/100
81/81 [==============================] - 5s 64ms/step - loss: 51.4876 - mean_squared_error: 51.4876 - val_loss: 345.3933 - val_mean_squared_error: 345.3933
Epoch 14/100
81/81 [==============================] - 5s 63ms/step - loss: 56.1113 - mean_squared_error: 56.1113 - val_loss: 123.8209 - val_mean_squared_error: 123.8209
Epoch 15/100
81/81 [==============================] - 5s 65ms/step - loss: 50.8022 - mean_squared_error: 50.8022 - val_loss: 37.4062 - val_mean_squared_error: 37.4062
Epoch 16/100
81/81 [==============================] - 5s 64ms/step - loss: 40.9378 - mean_squared_error: 40.9378 - val_loss: 235.5872 - val_mean_squared_error: 235.5872
Epoch 17/100
81/81 [==============================] - 5s 64ms/step - loss: 46.0199 - mean_squared_error: 46.0199 - val_loss: 229.9056 - val_mean_squared_error: 229.9056
Epoch 18/100
81/81 [==============================] - 5s 63ms/step - loss: 37.4917 - mean_squared_error: 37.4917 - val_loss: 517.0174 - val_mean_squared_error: 517.0174
Epoch 19/100
81/81 [==============================] - 5s 64ms/step - loss: 37.4263 - mean_squared_error: 37.4263 - val_loss: 529.3101 - val_mean_squared_error: 529.3101
Epoch 20/100
81/81 [==============================] - 5s 65ms/step - loss: 37.6654 - mean_squared_error: 37.6654 - val_loss: 128.6450 - val_mean_squared_error: 128.6450
Epoch 21/100
81/81 [==============================] - 5s 66ms/step - loss: 36.2736 - mean_squared_error: 36.2736 - val_loss: 343.9818 - val_mean_squared_error: 343.9818
Epoch 22/100
81/81 [==============================] - 5s 66ms/step - loss: 33.4098 - mean_squared_error: 33.4098 - val_loss: 246.2173 - val_mean_squared_error: 246.2173
Epoch 23/100
81/81 [==============================] - 5s 65ms/step - loss: 33.5554 - mean_squared_error: 33.5554 - val_loss: 251.4927 - val_mean_squared_error: 251.4927
Epoch 24/100
81/81 [==============================] - 5s 64ms/step - loss: 32.5110 - mean_squared_error: 32.5110 - val_loss: 123.1326 - val_mean_squared_error: 123.1326
Epoch 25/100
81/81 [==============================] - 5s 64ms/step - loss: 35.3434 - mean_squared_error: 35.3434 - val_loss: 424.6902 - val_mean_squared_error: 424.6902
Epoch 26/100
81/81 [==============================] - 5s 65ms/step - loss: 35.1958 - mean_squared_error: 35.1958 - val_loss: 201.4658 - val_mean_squared_error: 201.4658
Epoch 27/100
81/81 [==============================] - 5s 64ms/step - loss: 32.8944 - mean_squared_error: 32.8944 - val_loss: 59.8623 - val_mean_squared_error: 59.8623
Epoch 28/100
81/81 [==============================] - 5s 65ms/step - loss: 33.7596 - mean_squared_error: 33.7596 - val_loss: 156.6700 - val_mean_squared_error: 156.6700
Epoch 29/100
81/81 [==============================] - 5s 63ms/step - loss: 41.3333 - mean_squared_error: 41.3333 - val_loss: 40.6560 - val_mean_squared_error: 40.6560
Epoch 30/100
81/81 [==============================] - 5s 64ms/step - loss: 26.8320 - mean_squared_error: 26.8320 - val_loss: 431.3963 - val_mean_squared_error: 431.3963
Epoch 31/100
81/81 [==============================] - 5s 65ms/step - loss: 43.5702 - mean_squared_error: 43.5702 - val_loss: 52.5264 - val_mean_squared_error: 52.5264
Epoch 32/100
81/81 [==============================] - 5s 66ms/step - loss: 30.8763 - mean_squared_error: 30.8763 - val_loss: 67.0091 - val_mean_squared_error: 67.0091
Epoch 33/100
81/81 [==============================] - 5s 66ms/step - loss: 31.7585 - mean_squared_error: 31.7585 - val_loss: 211.8969 - val_mean_squared_error: 211.8969
Epoch 34/100
81/81 [==============================] - 5s 66ms/step - loss: 32.0688 - mean_squared_error: 32.0688 - val_loss: 431.5067 - val_mean_squared_error: 431.5067
Epoch 35/100
81/81 [==============================] - 5s 67ms/step - loss: 27.7793 - mean_squared_error: 27.7793 - val_loss: 144.9303 - val_mean_squared_error: 144.9303
Epoch 36/100
81/81 [==============================] - 5s 65ms/step - loss: 29.8616 - mean_squared_error: 29.8616 - val_loss: 323.2311 - val_mean_squared_error: 323.2311
Epoch 37/100
81/81 [==============================] - 5s 65ms/step - loss: 29.4070 - mean_squared_error: 29.4070 - val_loss: 107.4282 - val_mean_squared_error: 107.4282
Epoch 38/100
81/81 [==============================] - 5s 65ms/step - loss: 27.3842 - mean_squared_error: 27.3842 - val_loss: 23.1213 - val_mean_squared_error: 23.1213
Epoch 39/100
81/81 [==============================] - 5s 65ms/step - loss: 32.7820 - mean_squared_error: 32.7820 - val_loss: 35.9743 - val_mean_squared_error: 35.9743
Epoch 40/100
81/81 [==============================] - 5s 66ms/step - loss: 23.3656 - mean_squared_error: 23.3656 - val_loss: 119.1868 - val_mean_squared_error: 119.1868
Epoch 41/100
81/81 [==============================] - 5s 65ms/step - loss: 51.8182 - mean_squared_error: 51.8182 - val_loss: 47.6383 - val_mean_squared_error: 47.6383
Epoch 42/100
81/81 [==============================] - 5s 65ms/step - loss: 36.7329 - mean_squared_error: 36.7329 - val_loss: 371.7837 - val_mean_squared_error: 371.7837
Epoch 43/100
81/81 [==============================] - 5s 64ms/step - loss: 28.8648 - mean_squared_error: 28.8648 - val_loss: 337.8975 - val_mean_squared_error: 337.8975
Epoch 44/100
81/81 [==============================] - 5s 65ms/step - loss: 27.5720 - mean_squared_error: 27.5720 - val_loss: 997.7277 - val_mean_squared_error: 997.7277
Epoch 45/100
81/81 [==============================] - 5s 65ms/step - loss: 25.0224 - mean_squared_error: 25.0224 - val_loss: 292.9283 - val_mean_squared_error: 292.9283
Epoch 46/100
81/81 [==============================] - 5s 65ms/step - loss: 24.3668 - mean_squared_error: 24.3668 - val_loss: 200.2119 - val_mean_squared_error: 200.2119
Epoch 47/100
81/81 [==============================] - 5s 65ms/step - loss: 22.8118 - mean_squared_error: 22.8118 - val_loss: 270.6850 - val_mean_squared_error: 270.6850
Epoch 48/100
81/81 [==============================] - 5s 65ms/step - loss: 23.0620 - mean_squared_error: 23.0620 - val_loss: 66.5645 - val_mean_squared_error: 66.5645
Epoch 49/100
81/81 [==============================] - 5s 66ms/step - loss: 22.0283 - mean_squared_error: 22.0283 - val_loss: 177.9130 - val_mean_squared_error: 177.9130
Epoch 50/100
81/81 [==============================] - 5s 65ms/step - loss: 24.1213 - mean_squared_error: 24.1213 - val_loss: 44.8422 - val_mean_squared_error: 44.8422
Epoch 51/100
81/81 [==============================] - 5s 64ms/step - loss: 26.2883 - mean_squared_error: 26.2883 - val_loss: 68.2217 - val_mean_squared_error: 68.2217
Epoch 52/100
81/81 [==============================] - 5s 65ms/step - loss: 20.6541 - mean_squared_error: 20.6541 - val_loss: 92.9119 - val_mean_squared_error: 92.9119
Epoch 53/100
81/81 [==============================] - 5s 64ms/step - loss: 19.4611 - mean_squared_error: 19.4611 - val_loss: 73.2735 - val_mean_squared_error: 73.2735
Epoch 54/100
81/81 [==============================] - 5s 65ms/step - loss: 20.0033 - mean_squared_error: 20.0033 - val_loss: 39.4270 - val_mean_squared_error: 39.4270
Epoch 55/100
81/81 [==============================] - 5s 65ms/step - loss: 18.9538 - mean_squared_error: 18.9538 - val_loss: 106.9972 - val_mean_squared_error: 106.9972
Epoch 56/100
81/81 [==============================] - 5s 65ms/step - loss: 20.6401 - mean_squared_error: 20.6401 - val_loss: 83.2301 - val_mean_squared_error: 83.2301
Epoch 57/100
81/81 [==============================] - 5s 64ms/step - loss: 22.0079 - mean_squared_error: 22.0079 - val_loss: 16.7783 - val_mean_squared_error: 16.7783
Epoch 58/100
81/81 [==============================] - 5s 65ms/step - loss: 18.0890 - mean_squared_error: 18.0890 - val_loss: 17.3304 - val_mean_squared_error: 17.3304
Epoch 59/100
81/81 [==============================] - 5s 65ms/step - loss: 20.6884 - mean_squared_error: 20.6884 - val_loss: 20.6213 - val_mean_squared_error: 20.6213
Epoch 60/100
81/81 [==============================] - 5s 65ms/step - loss: 18.2414 - mean_squared_error: 18.2414 - val_loss: 25.8314 - val_mean_squared_error: 25.8314
Epoch 61/100
81/81 [==============================] - 5s 65ms/step - loss: 18.0224 - mean_squared_error: 18.0224 - val_loss: 51.5101 - val_mean_squared_error: 51.5101
Epoch 62/100
81/81 [==============================] - 5s 66ms/step - loss: 17.1940 - mean_squared_error: 17.1940 - val_loss: 91.6027 - val_mean_squared_error: 91.6027
Epoch 63/100
81/81 [==============================] - 5s 65ms/step - loss: 19.4903 - mean_squared_error: 19.4903 - val_loss: 113.7526 - val_mean_squared_error: 113.7526
Epoch 64/100
81/81 [==============================] - 5s 65ms/step - loss: 17.7891 - mean_squared_error: 17.7891 - val_loss: 69.2880 - val_mean_squared_error: 69.2880
Epoch 65/100
81/81 [==============================] - 5s 65ms/step - loss: 17.6011 - mean_squared_error: 17.6011 - val_loss: 40.1573 - val_mean_squared_error: 40.1573
Epoch 66/100
81/81 [==============================] - 5s 65ms/step - loss: 16.7599 - mean_squared_error: 16.7599 - val_loss: 19.2697 - val_mean_squared_error: 19.2697
Epoch 67/100
81/81 [==============================] - 5s 65ms/step - loss: 16.7823 - mean_squared_error: 16.7823 - val_loss: 104.2594 - val_mean_squared_error: 104.2594
Epoch 68/100
81/81 [==============================] - 5s 65ms/step - loss: 16.0880 - mean_squared_error: 16.0880 - val_loss: 154.9836 - val_mean_squared_error: 154.9836
Epoch 69/100
81/81 [==============================] - 5s 65ms/step - loss: 18.1699 - mean_squared_error: 18.1699 - val_loss: 55.1115 - val_mean_squared_error: 55.1115
Epoch 70/100
81/81 [==============================] - 5s 66ms/step - loss: 17.9095 - mean_squared_error: 17.9095 - val_loss: 146.3438 - val_mean_squared_error: 146.3438
Epoch 71/100
81/81 [==============================] - 5s 65ms/step - loss: 20.4260 - mean_squared_error: 20.4260 - val_loss: 31.6194 - val_mean_squared_error: 31.6194
Epoch 72/100
81/81 [==============================] - 5s 66ms/step - loss: 17.4267 - mean_squared_error: 17.4267 - val_loss: 40.5962 - val_mean_squared_error: 40.5962
Epoch 73/100
81/81 [==============================] - 5s 66ms/step - loss: 16.4030 - mean_squared_error: 16.4030 - val_loss: 42.2971 - val_mean_squared_error: 42.2971
Epoch 74/100
81/81 [==============================] - 5s 66ms/step - loss: 17.4273 - mean_squared_error: 17.4273 - val_loss: 48.7428 - val_mean_squared_error: 48.7428
Epoch 75/100
81/81 [==============================] - 5s 66ms/step - loss: 16.6753 - mean_squared_error: 16.6753 - val_loss: 100.0497 - val_mean_squared_error: 100.0497
Epoch 76/100
81/81 [==============================] - 5s 66ms/step - loss: 16.8725 - mean_squared_error: 16.8725 - val_loss: 108.2646 - val_mean_squared_error: 108.2646
Epoch 77/100
81/81 [==============================] - 5s 66ms/step - loss: 17.1410 - mean_squared_error: 17.1410 - val_loss: 87.6227 - val_mean_squared_error: 87.6227
Epoch 78/100
81/81 [==============================] - 5s 65ms/step - loss: 17.3236 - mean_squared_error: 17.3236 - val_loss: 31.5636 - val_mean_squared_error: 31.5636
Epoch 79/100
81/81 [==============================] - 5s 65ms/step - loss: 18.2951 - mean_squared_error: 18.2951 - val_loss: 18.3175 - val_mean_squared_error: 18.3175
Epoch 80/100
81/81 [==============================] - 5s 68ms/step - loss: 17.2014 - mean_squared_error: 17.2014 - val_loss: 55.1481 - val_mean_squared_error: 55.1481
Epoch 81/100
81/81 [==============================] - 5s 66ms/step - loss: 15.4642 - mean_squared_error: 15.4642 - val_loss: 25.0469 - val_mean_squared_error: 25.0469
Epoch 82/100
81/81 [==============================] - 5s 66ms/step - loss: 15.1718 - mean_squared_error: 15.1718 - val_loss: 58.7281 - val_mean_squared_error: 58.7281
Epoch 83/100
81/81 [==============================] - 5s 66ms/step - loss: 15.1982 - mean_squared_error: 15.1982 - val_loss: 56.5707 - val_mean_squared_error: 56.5707
Epoch 84/100
81/81 [==============================] - 5s 66ms/step - loss: 15.1385 - mean_squared_error: 15.1385 - val_loss: 34.3927 - val_mean_squared_error: 34.3927
Epoch 85/100
81/81 [==============================] - 5s 67ms/step - loss: 14.1924 - mean_squared_error: 14.1924 - val_loss: 63.0380 - val_mean_squared_error: 63.0380
Epoch 86/100
81/81 [==============================] - 5s 66ms/step - loss: 14.8381 - mean_squared_error: 14.8381 - val_loss: 47.1645 - val_mean_squared_error: 47.1645
Epoch 87/100
81/81 [==============================] - 5s 66ms/step - loss: 15.1222 - mean_squared_error: 15.1222 - val_loss: 31.3233 - val_mean_squared_error: 31.3233
Epoch 88/100
81/81 [==============================] - 5s 66ms/step - loss: 15.2172 - mean_squared_error: 15.2172 - val_loss: 80.5635 - val_mean_squared_error: 80.5635
Epoch 89/100
81/81 [==============================] - 5s 66ms/step - loss: 13.3420 - mean_squared_error: 13.3420 - val_loss: 85.0002 - val_mean_squared_error: 85.0002
Epoch 90/100
81/81 [==============================] - 5s 67ms/step - loss: 12.6373 - mean_squared_error: 12.6373 - val_loss: 64.8516 - val_mean_squared_error: 64.8516
Epoch 91/100
81/81 [==============================] - 5s 66ms/step - loss: 13.3615 - mean_squared_error: 13.3615 - val_loss: 38.3302 - val_mean_squared_error: 38.3302
Epoch 92/100
81/81 [==============================] - 5s 66ms/step - loss: 13.1553 - mean_squared_error: 13.1553 - val_loss: 28.2080 - val_mean_squared_error: 28.2080
Epoch 93/100
81/81 [==============================] - 5s 66ms/step - loss: 15.6029 - mean_squared_error: 15.6029 - val_loss: 20.4873 - val_mean_squared_error: 20.4873
Epoch 94/100
81/81 [==============================] - 5s 66ms/step - loss: 11.9100 - mean_squared_error: 11.9100 - val_loss: 24.2193 - val_mean_squared_error: 24.2193
Epoch 95/100
81/81 [==============================] - 5s 66ms/step - loss: 12.2501 - mean_squared_error: 12.2501 - val_loss: 28.4298 - val_mean_squared_error: 28.4298
Epoch 96/100
81/81 [==============================] - 5s 66ms/step - loss: 14.2114 - mean_squared_error: 14.2114 - val_loss: 70.1251 - val_mean_squared_error: 70.1251
Epoch 97/100
81/81 [==============================] - 5s 65ms/step - loss: 14.1764 - mean_squared_error: 14.1764 - val_loss: 31.5748 - val_mean_squared_error: 31.5748
Epoch 98/100
81/81 [==============================] - 5s 65ms/step - loss: 14.3958 - mean_squared_error: 14.3958 - val_loss: 163.4696 - val_mean_squared_error: 163.4696
Epoch 99/100
81/81 [==============================] - 5s 65ms/step - loss: 12.4203 - mean_squared_error: 12.4203 - val_loss: 25.9320 - val_mean_squared_error: 25.9320
Epoch 100/100
81/81 [==============================] - 5s 65ms/step - loss: 13.5944 - mean_squared_error: 13.5944 - val_loss: 57.4852 - val_mean_squared_error: 57.4852
In [29]:
y_pred__test_lstm = model_lstm.predict(X_test)
y_pred__train_lstm = model_lstm.predict(X_train)
2022-12-10 17:42:43.954072: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:42:44.080087: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:42:44.185588: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:42:44.295754: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
In [ ]:
 
In [ ]:
 
In [ ]:
 
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In [32]:
model_lstm = Sequential()
model_lstm.add(LSTM(128, input_shape= (train_data_ga_ann_f.shape[1],1), return_sequences=True))
model_lstm.add(Dropout(0.2))
model_lstm.add(BatchNormalization())  #normalizes activation outputs, same reason you want to normalize your input data.
model_lstm.add(LSTM(128, return_sequences=True))
model_lstm.add(Dropout(0.1))
model_lstm.add(BatchNormalization())
model_lstm.add(LSTM(128))
model_lstm.add(Dropout(0.2))
model_lstm.add(BatchNormalization())
model_lstm.add(Dense(32, activation='relu'))
model_lstm.add(Dropout(0.2))
model_lstm.add(Dense(1, activation='relu'))
opt = tf.keras.optimizers.Adam(lr=0.001, decay=1e-6)
model_lstm.compile(optimizer=opt,  loss='mean_squared_error', metrics='mean_squared_error')
history_lstm = model_lstm.fit(train_data_ga_ann_f, y_train_ann, epochs = 100, validation_data = [test_data_ga_ann_f, y_test_ann])
    
Epoch 1/100
2022-12-10 17:43:35.660292: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:43:36.094481: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:43:36.178367: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:43:36.263728: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:43:36.408387: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:43:36.564024: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
 2/81 [..............................] - ETA: 5s - loss: 6668.0312 - mean_squared_error: 6668.0312  
2022-12-10 17:43:36.716584: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4280.5874 - mean_squared_error: 4280.5874
2022-12-10 17:43:40.702041: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:43:40.850117: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:43:40.917395: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:43:41.001380: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 57ms/step - loss: 4280.5874 - mean_squared_error: 4280.5874 - val_loss: 1154.5619 - val_mean_squared_error: 1154.5619
Epoch 2/100
81/81 [==============================] - 3s 43ms/step - loss: 1426.3562 - mean_squared_error: 1426.3562 - val_loss: 22.4790 - val_mean_squared_error: 22.4790
Epoch 3/100
81/81 [==============================] - 3s 41ms/step - loss: 583.6574 - mean_squared_error: 583.6574 - val_loss: 633.1177 - val_mean_squared_error: 633.1177
Epoch 4/100
81/81 [==============================] - 3s 41ms/step - loss: 628.4687 - mean_squared_error: 628.4687 - val_loss: 90.9474 - val_mean_squared_error: 90.9474
Epoch 5/100
81/81 [==============================] - 3s 40ms/step - loss: 278.8212 - mean_squared_error: 278.8212 - val_loss: 145.7620 - val_mean_squared_error: 145.7620
Epoch 6/100
81/81 [==============================] - 3s 40ms/step - loss: 191.0997 - mean_squared_error: 191.0997 - val_loss: 371.8455 - val_mean_squared_error: 371.8455
Epoch 7/100
81/81 [==============================] - 3s 40ms/step - loss: 172.7908 - mean_squared_error: 172.7908 - val_loss: 269.6066 - val_mean_squared_error: 269.6066
Epoch 8/100
81/81 [==============================] - 3s 40ms/step - loss: 126.8157 - mean_squared_error: 126.8157 - val_loss: 197.5990 - val_mean_squared_error: 197.5990
Epoch 9/100
81/81 [==============================] - 3s 40ms/step - loss: 106.8475 - mean_squared_error: 106.8475 - val_loss: 160.4723 - val_mean_squared_error: 160.4723
Epoch 10/100
81/81 [==============================] - 3s 40ms/step - loss: 97.3431 - mean_squared_error: 97.3431 - val_loss: 32.4610 - val_mean_squared_error: 32.4610
Epoch 11/100
81/81 [==============================] - 3s 40ms/step - loss: 93.9596 - mean_squared_error: 93.9596 - val_loss: 66.7283 - val_mean_squared_error: 66.7283
Epoch 12/100
81/81 [==============================] - 3s 40ms/step - loss: 85.9399 - mean_squared_error: 85.9399 - val_loss: 25.1000 - val_mean_squared_error: 25.1000
Epoch 13/100
81/81 [==============================] - 3s 40ms/step - loss: 81.7672 - mean_squared_error: 81.7672 - val_loss: 25.0967 - val_mean_squared_error: 25.0967
Epoch 14/100
81/81 [==============================] - 3s 40ms/step - loss: 82.4506 - mean_squared_error: 82.4506 - val_loss: 44.3703 - val_mean_squared_error: 44.3703
Epoch 15/100
81/81 [==============================] - 3s 40ms/step - loss: 66.9607 - mean_squared_error: 66.9607 - val_loss: 25.9203 - val_mean_squared_error: 25.9203
Epoch 16/100
81/81 [==============================] - 3s 40ms/step - loss: 71.2998 - mean_squared_error: 71.2998 - val_loss: 25.1644 - val_mean_squared_error: 25.1644
Epoch 17/100
81/81 [==============================] - 3s 40ms/step - loss: 73.1835 - mean_squared_error: 73.1835 - val_loss: 51.8107 - val_mean_squared_error: 51.8107
Epoch 18/100
81/81 [==============================] - 3s 40ms/step - loss: 67.7575 - mean_squared_error: 67.7575 - val_loss: 46.3968 - val_mean_squared_error: 46.3968
Epoch 19/100
81/81 [==============================] - 3s 40ms/step - loss: 83.6338 - mean_squared_error: 83.6338 - val_loss: 43.9463 - val_mean_squared_error: 43.9463
Epoch 20/100
81/81 [==============================] - 3s 40ms/step - loss: 119.4474 - mean_squared_error: 119.4474 - val_loss: 126.3989 - val_mean_squared_error: 126.3989
Epoch 21/100
81/81 [==============================] - 3s 40ms/step - loss: 70.1048 - mean_squared_error: 70.1048 - val_loss: 28.8203 - val_mean_squared_error: 28.8203
Epoch 22/100
81/81 [==============================] - 3s 40ms/step - loss: 64.7738 - mean_squared_error: 64.7738 - val_loss: 95.8141 - val_mean_squared_error: 95.8141
Epoch 23/100
81/81 [==============================] - 3s 41ms/step - loss: 68.6635 - mean_squared_error: 68.6635 - val_loss: 37.7457 - val_mean_squared_error: 37.7457
Epoch 24/100
81/81 [==============================] - 3s 42ms/step - loss: 60.5811 - mean_squared_error: 60.5811 - val_loss: 28.6782 - val_mean_squared_error: 28.6782
Epoch 25/100
81/81 [==============================] - 4s 43ms/step - loss: 60.8526 - mean_squared_error: 60.8526 - val_loss: 34.1834 - val_mean_squared_error: 34.1834
Epoch 26/100
81/81 [==============================] - 3s 41ms/step - loss: 58.8444 - mean_squared_error: 58.8444 - val_loss: 25.5026 - val_mean_squared_error: 25.5026
Epoch 27/100
81/81 [==============================] - 3s 40ms/step - loss: 53.5484 - mean_squared_error: 53.5484 - val_loss: 20.1564 - val_mean_squared_error: 20.1564
Epoch 28/100
81/81 [==============================] - 3s 40ms/step - loss: 56.3856 - mean_squared_error: 56.3856 - val_loss: 57.2569 - val_mean_squared_error: 57.2569
Epoch 29/100
81/81 [==============================] - 3s 41ms/step - loss: 52.0987 - mean_squared_error: 52.0987 - val_loss: 29.2898 - val_mean_squared_error: 29.2898
Epoch 30/100
81/81 [==============================] - 3s 40ms/step - loss: 54.8269 - mean_squared_error: 54.8269 - val_loss: 25.0660 - val_mean_squared_error: 25.0660
Epoch 31/100
81/81 [==============================] - 3s 40ms/step - loss: 47.5326 - mean_squared_error: 47.5326 - val_loss: 25.7464 - val_mean_squared_error: 25.7464
Epoch 32/100
81/81 [==============================] - 3s 40ms/step - loss: 49.9826 - mean_squared_error: 49.9826 - val_loss: 38.5616 - val_mean_squared_error: 38.5616
Epoch 33/100
81/81 [==============================] - 3s 40ms/step - loss: 51.8281 - mean_squared_error: 51.8281 - val_loss: 51.8559 - val_mean_squared_error: 51.8559
Epoch 34/100
81/81 [==============================] - 3s 41ms/step - loss: 44.0718 - mean_squared_error: 44.0718 - val_loss: 69.3781 - val_mean_squared_error: 69.3781
Epoch 35/100
81/81 [==============================] - 3s 42ms/step - loss: 41.5928 - mean_squared_error: 41.5928 - val_loss: 51.8529 - val_mean_squared_error: 51.8529
Epoch 36/100
81/81 [==============================] - 3s 41ms/step - loss: 50.8295 - mean_squared_error: 50.8295 - val_loss: 26.3513 - val_mean_squared_error: 26.3513
Epoch 37/100
81/81 [==============================] - 3s 41ms/step - loss: 48.1331 - mean_squared_error: 48.1331 - val_loss: 51.0451 - val_mean_squared_error: 51.0451
Epoch 38/100
81/81 [==============================] - 3s 42ms/step - loss: 51.8168 - mean_squared_error: 51.8168 - val_loss: 78.9762 - val_mean_squared_error: 78.9762
Epoch 39/100
81/81 [==============================] - 3s 42ms/step - loss: 43.3375 - mean_squared_error: 43.3375 - val_loss: 30.0821 - val_mean_squared_error: 30.0821
Epoch 40/100
81/81 [==============================] - 3s 41ms/step - loss: 45.3207 - mean_squared_error: 45.3207 - val_loss: 126.6301 - val_mean_squared_error: 126.6301
Epoch 41/100
81/81 [==============================] - 3s 41ms/step - loss: 42.8571 - mean_squared_error: 42.8571 - val_loss: 23.0032 - val_mean_squared_error: 23.0032
Epoch 42/100
81/81 [==============================] - 3s 42ms/step - loss: 47.0686 - mean_squared_error: 47.0686 - val_loss: 23.2250 - val_mean_squared_error: 23.2250
Epoch 43/100
81/81 [==============================] - 3s 41ms/step - loss: 45.5567 - mean_squared_error: 45.5567 - val_loss: 94.6416 - val_mean_squared_error: 94.6416
Epoch 44/100
81/81 [==============================] - 3s 40ms/step - loss: 42.3307 - mean_squared_error: 42.3307 - val_loss: 118.0972 - val_mean_squared_error: 118.0972
Epoch 45/100
81/81 [==============================] - 3s 41ms/step - loss: 42.6321 - mean_squared_error: 42.6321 - val_loss: 62.2360 - val_mean_squared_error: 62.2360
Epoch 46/100
81/81 [==============================] - 3s 40ms/step - loss: 39.0334 - mean_squared_error: 39.0334 - val_loss: 124.5826 - val_mean_squared_error: 124.5826
Epoch 47/100
81/81 [==============================] - 3s 40ms/step - loss: 38.0613 - mean_squared_error: 38.0613 - val_loss: 121.8002 - val_mean_squared_error: 121.8002
Epoch 48/100
81/81 [==============================] - 3s 40ms/step - loss: 38.9757 - mean_squared_error: 38.9757 - val_loss: 54.3880 - val_mean_squared_error: 54.3880
Epoch 49/100
81/81 [==============================] - 3s 40ms/step - loss: 43.1675 - mean_squared_error: 43.1675 - val_loss: 32.4478 - val_mean_squared_error: 32.4478
Epoch 50/100
81/81 [==============================] - 3s 41ms/step - loss: 41.5491 - mean_squared_error: 41.5491 - val_loss: 36.0595 - val_mean_squared_error: 36.0595
Epoch 51/100
81/81 [==============================] - 3s 41ms/step - loss: 43.8271 - mean_squared_error: 43.8271 - val_loss: 21.4376 - val_mean_squared_error: 21.4376
Epoch 52/100
81/81 [==============================] - 3s 41ms/step - loss: 42.3230 - mean_squared_error: 42.3230 - val_loss: 45.6934 - val_mean_squared_error: 45.6934
Epoch 53/100
81/81 [==============================] - 3s 42ms/step - loss: 37.9259 - mean_squared_error: 37.9259 - val_loss: 33.1510 - val_mean_squared_error: 33.1510
Epoch 54/100
81/81 [==============================] - 3s 41ms/step - loss: 39.8762 - mean_squared_error: 39.8762 - val_loss: 124.4165 - val_mean_squared_error: 124.4165
Epoch 55/100
81/81 [==============================] - 3s 42ms/step - loss: 36.5833 - mean_squared_error: 36.5833 - val_loss: 74.2720 - val_mean_squared_error: 74.2720
Epoch 56/100
81/81 [==============================] - 4s 44ms/step - loss: 39.4541 - mean_squared_error: 39.4541 - val_loss: 37.1163 - val_mean_squared_error: 37.1163
Epoch 57/100
81/81 [==============================] - 3s 42ms/step - loss: 38.4480 - mean_squared_error: 38.4480 - val_loss: 20.9749 - val_mean_squared_error: 20.9749
Epoch 58/100
81/81 [==============================] - 3s 42ms/step - loss: 46.1069 - mean_squared_error: 46.1069 - val_loss: 161.2850 - val_mean_squared_error: 161.2849
Epoch 59/100
81/81 [==============================] - 3s 41ms/step - loss: 43.5871 - mean_squared_error: 43.5871 - val_loss: 66.5388 - val_mean_squared_error: 66.5388
Epoch 60/100
81/81 [==============================] - 3s 41ms/step - loss: 42.5840 - mean_squared_error: 42.5840 - val_loss: 156.7058 - val_mean_squared_error: 156.7058
Epoch 61/100
81/81 [==============================] - 3s 42ms/step - loss: 36.2576 - mean_squared_error: 36.2576 - val_loss: 138.9029 - val_mean_squared_error: 138.9029
Epoch 62/100
81/81 [==============================] - 3s 41ms/step - loss: 37.9584 - mean_squared_error: 37.9584 - val_loss: 93.8942 - val_mean_squared_error: 93.8942
Epoch 63/100
81/81 [==============================] - 3s 41ms/step - loss: 42.2680 - mean_squared_error: 42.2680 - val_loss: 69.3455 - val_mean_squared_error: 69.3455
Epoch 64/100
81/81 [==============================] - 3s 42ms/step - loss: 34.3788 - mean_squared_error: 34.3788 - val_loss: 25.6917 - val_mean_squared_error: 25.6917
Epoch 65/100
81/81 [==============================] - 3s 42ms/step - loss: 36.9716 - mean_squared_error: 36.9716 - val_loss: 95.5516 - val_mean_squared_error: 95.5516
Epoch 66/100
81/81 [==============================] - 3s 42ms/step - loss: 37.3081 - mean_squared_error: 37.3081 - val_loss: 74.6094 - val_mean_squared_error: 74.6094
Epoch 67/100
81/81 [==============================] - 3s 42ms/step - loss: 39.0882 - mean_squared_error: 39.0882 - val_loss: 23.3814 - val_mean_squared_error: 23.3814
Epoch 68/100
81/81 [==============================] - 3s 42ms/step - loss: 40.4898 - mean_squared_error: 40.4898 - val_loss: 141.8593 - val_mean_squared_error: 141.8593
Epoch 69/100
81/81 [==============================] - 3s 41ms/step - loss: 34.6456 - mean_squared_error: 34.6456 - val_loss: 45.9083 - val_mean_squared_error: 45.9083
Epoch 70/100
81/81 [==============================] - 3s 41ms/step - loss: 35.1703 - mean_squared_error: 35.1703 - val_loss: 187.8447 - val_mean_squared_error: 187.8447
Epoch 71/100
81/81 [==============================] - 3s 43ms/step - loss: 32.8633 - mean_squared_error: 32.8633 - val_loss: 45.8127 - val_mean_squared_error: 45.8127
Epoch 72/100
81/81 [==============================] - 3s 43ms/step - loss: 39.1667 - mean_squared_error: 39.1667 - val_loss: 108.1412 - val_mean_squared_error: 108.1412
Epoch 73/100
81/81 [==============================] - 3s 42ms/step - loss: 175.9664 - mean_squared_error: 175.9664 - val_loss: 2688.0950 - val_mean_squared_error: 2688.0950
Epoch 74/100
81/81 [==============================] - 3s 43ms/step - loss: 55.3466 - mean_squared_error: 55.3466 - val_loss: 175.4979 - val_mean_squared_error: 175.4979
Epoch 75/100
81/81 [==============================] - 3s 43ms/step - loss: 61.4937 - mean_squared_error: 61.4937 - val_loss: 32.3055 - val_mean_squared_error: 32.3055
Epoch 76/100
81/81 [==============================] - 3s 42ms/step - loss: 46.5618 - mean_squared_error: 46.5618 - val_loss: 124.7615 - val_mean_squared_error: 124.7615
Epoch 77/100
81/81 [==============================] - 3s 43ms/step - loss: 45.6146 - mean_squared_error: 45.6146 - val_loss: 207.3768 - val_mean_squared_error: 207.3768
Epoch 78/100
81/81 [==============================] - 3s 42ms/step - loss: 42.4978 - mean_squared_error: 42.4978 - val_loss: 57.7087 - val_mean_squared_error: 57.7087
Epoch 79/100
81/81 [==============================] - 3s 41ms/step - loss: 39.5786 - mean_squared_error: 39.5786 - val_loss: 47.5629 - val_mean_squared_error: 47.5629
Epoch 80/100
81/81 [==============================] - 3s 42ms/step - loss: 43.1608 - mean_squared_error: 43.1608 - val_loss: 128.4153 - val_mean_squared_error: 128.4153
Epoch 81/100
81/81 [==============================] - 3s 42ms/step - loss: 45.6360 - mean_squared_error: 45.6360 - val_loss: 26.3359 - val_mean_squared_error: 26.3359
Epoch 82/100
81/81 [==============================] - 3s 42ms/step - loss: 34.5775 - mean_squared_error: 34.5775 - val_loss: 37.1616 - val_mean_squared_error: 37.1616
Epoch 83/100
81/81 [==============================] - 3s 42ms/step - loss: 39.1843 - mean_squared_error: 39.1843 - val_loss: 100.8166 - val_mean_squared_error: 100.8166
Epoch 84/100
81/81 [==============================] - 3s 42ms/step - loss: 40.6150 - mean_squared_error: 40.6150 - val_loss: 116.2442 - val_mean_squared_error: 116.2442
Epoch 85/100
81/81 [==============================] - 3s 43ms/step - loss: 32.1132 - mean_squared_error: 32.1132 - val_loss: 130.3223 - val_mean_squared_error: 130.3223
Epoch 86/100
81/81 [==============================] - 4s 44ms/step - loss: 37.9627 - mean_squared_error: 37.9627 - val_loss: 33.6156 - val_mean_squared_error: 33.6156
Epoch 87/100
81/81 [==============================] - 3s 42ms/step - loss: 36.4648 - mean_squared_error: 36.4648 - val_loss: 69.2918 - val_mean_squared_error: 69.2918
Epoch 88/100
81/81 [==============================] - 3s 41ms/step - loss: 36.2454 - mean_squared_error: 36.2454 - val_loss: 42.8555 - val_mean_squared_error: 42.8555
Epoch 89/100
81/81 [==============================] - 4s 44ms/step - loss: 37.7223 - mean_squared_error: 37.7223 - val_loss: 238.7253 - val_mean_squared_error: 238.7253
Epoch 90/100
81/81 [==============================] - 4s 43ms/step - loss: 33.2982 - mean_squared_error: 33.2982 - val_loss: 85.5239 - val_mean_squared_error: 85.5239
Epoch 91/100
81/81 [==============================] - 3s 42ms/step - loss: 32.3676 - mean_squared_error: 32.3676 - val_loss: 31.6639 - val_mean_squared_error: 31.6639
Epoch 92/100
81/81 [==============================] - 3s 42ms/step - loss: 29.3923 - mean_squared_error: 29.3923 - val_loss: 176.0966 - val_mean_squared_error: 176.0966
Epoch 93/100
81/81 [==============================] - 3s 41ms/step - loss: 35.7773 - mean_squared_error: 35.7773 - val_loss: 178.3221 - val_mean_squared_error: 178.3221
Epoch 94/100
81/81 [==============================] - 3s 41ms/step - loss: 34.2187 - mean_squared_error: 34.2187 - val_loss: 82.0698 - val_mean_squared_error: 82.0698
Epoch 95/100
81/81 [==============================] - 3s 43ms/step - loss: 31.9256 - mean_squared_error: 31.9256 - val_loss: 91.5862 - val_mean_squared_error: 91.5862
Epoch 96/100
81/81 [==============================] - 3s 43ms/step - loss: 29.1709 - mean_squared_error: 29.1709 - val_loss: 129.5807 - val_mean_squared_error: 129.5807
Epoch 97/100
81/81 [==============================] - 3s 42ms/step - loss: 30.8514 - mean_squared_error: 30.8514 - val_loss: 66.6177 - val_mean_squared_error: 66.6177
Epoch 98/100
81/81 [==============================] - 3s 42ms/step - loss: 35.3912 - mean_squared_error: 35.3912 - val_loss: 39.7499 - val_mean_squared_error: 39.7499
Epoch 99/100
81/81 [==============================] - 3s 41ms/step - loss: 32.4280 - mean_squared_error: 32.4280 - val_loss: 54.4770 - val_mean_squared_error: 54.4770
Epoch 100/100
81/81 [==============================] - 3s 41ms/step - loss: 32.3317 - mean_squared_error: 32.3317 - val_loss: 134.0100 - val_mean_squared_error: 134.0100
In [36]:
y_pred__test_ga_lstm_f = model_lstm.predict(test_data_ga_ann_f)
y_pred__train_ga_lstm_f = model_lstm.predict(train_data_ga_ann_f)
2022-12-10 17:51:44.796456: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:51:44.916820: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:51:44.984218: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2022-12-10 17:51:45.076707: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
In [37]:
plt.figure(figsize = (12,6), dpi = 400)
plt.plot(y_train_ann, label = 'Actual')
#plt.plot(y_pred__train_ga_nn, label = 'GA-ANN-F')
#plt.plot(y_pred__train_ann, label = 'ANN')
plt.plot(y_pred__train_lstm, label = 'LSTM')
plt.plot(y_pred__train_ga_lstm_f, label = 'GA-LSTM-F')
plt.legend()
Out[37]:
<matplotlib.legend.Legend at 0x2c441c6d0>
In [38]:
plt.figure(figsize = (12,6), dpi = 400)
plt.plot(y_test, label = 'Actual')
#plt.plot(y_pred__train_ga_nn, label = 'GA-ANN-F')
#plt.plot(y_pred__train_ann, label = 'ANN')
plt.plot(y_pred__test_lstm, label = 'LSTM')
plt.plot(y_pred__test_ga_lstm_f, label = 'GA-LSTM-F')
plt.legend()
Out[38]:
<matplotlib.legend.Legend at 0x28f6b2fd0>
In [ ]:
 
In [39]:
arr_lstm_ga_f = list(y_pred__train_ga_lstm_f) + list(y_pred__test_ga_lstm_f)
arr_lstm = list(y_pred__train_lstm) + list(y_pred__test_lstm)
In [40]:
arr_lstm_ga_f1 = []
for x in arr_lstm_ga_f:
    arr_lstm_ga_f1.append(float(x))
    
arr_lstm1 = []
for x in arr_lstm:
    arr_lstm1.append(float(x))
    
In [48]:
temp = pd.read_csv('temp1.csv', index_col='Unnamed: 0')
In [49]:
temp['LSTM'] = arr_lstm1
temp['GA_LSTM_F'] = arr_lstm_ga_f1
In [52]:
temp
Out[52]:
DATE Actual ANN GA_ANN_F LSTM GA_LSTM_F
14 2007-10-08 86.19 37.727489 64.785660 70.849083 89.754662
15 2007-10-09 87.58 39.110336 64.490265 71.228577 89.821960
16 2007-10-10 87.19 38.735291 64.919067 72.074455 89.924789
17 2007-10-11 89.48 40.521767 66.621346 72.689896 90.033119
18 2007-10-12 88.58 42.567089 64.885735 73.109650 90.113106
... ... ... ... ... ... ...
2914 2020-02-13 51.36 25.968416 45.890278 50.374458 71.115837
2915 2020-02-14 49.78 26.022779 46.879910 50.724934 71.307602
2916 2020-02-18 48.67 26.122488 45.461826 51.769032 72.148445
2917 2020-02-19 47.17 27.231556 46.597939 52.022560 72.775902
2918 2020-02-20 44.83 28.258421 46.854820 52.072510 72.981224

2863 rows × 6 columns

In [54]:
#temp.to_csv('temp1.csv')
In [61]:
temp['DATE'] = pd.to_datetime(temp['DATE'])
In [66]:
plt.figure(figsize = (12,6), dpi = 600)

plt.plot( temp['DATE'],temp['Actual'], label = 'Actual')
plt.plot( temp['DATE'],temp['ANN'], label = 'ANN')
plt.plot( temp['DATE'],temp['GA_ANN_F'], label = 'GA-ANN-F')
plt.plot( temp['DATE'],temp['LSTM'], label = 'LSTM')
plt.plot( temp['DATE'],temp['GA_LSTM_F'], label = 'GA-ANN-F')

plt.vlines(x = datetime(2018,8,18), ymin = 0, ymax= 240, color = 'red', linewidth = 2)
#plt.plot(predictions_ga_ann_test, label = 'ANN_GA',  marker = '*', alpha  =  0.5)
#plt.plot(predictions_ga_ann_test, label = 'LSTM_GA', alpha  =  0.5)
plt.legend()
plt.grid(linestyle = '-.', alpha = 0.5)
plt.ylim(0,160)
#plt.savefig('PlotFinal.jpg', dpi = 800)
plt.show()
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pl
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